{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "金融市场数据是非常嘈杂的，因为它受到许多不同的因素影响，例如政治、经济和社会事件等。这些因素可能导致价格波动和不确定性，使得数据分析变得更加困难。\n",
        "\n",
        "对金融市场数据进行平滑处理可以减少噪音、揭示趋势和降低风险，从而帮助交易员和投资者做出更好的决策，获得更好的回报。平滑后的时间序列数据可以用来：\n",
        "1. 发现趋势和方向 - 这对于货币、股票、债券或其他金融产品至关重要。长期趋势可以揭示出潜在的大机会，而短期趋势则可以用来掌握时机；\n",
        "2. 制定策略 - 使用平滑技术，如移动平均线交叉，可以帮助确定何时买入或卖出。这可以让交易员和投资者更有效地管理他们的投资组合，从而获得更好的回报；\n",
        "3. 为机器学习模型做好准备 - 平滑处理可以大大减少噪音和异常值的影响，从而使机器学习模型更具预测性和可靠性。\n",
        "\n",
        "下面分享三种常见的金融数据平滑方法。"
      ],
      "metadata": {
        "id": "d6EFGJRwG2R-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第一部分: 安装并导入依赖包\n",
        "**1. 安装依赖包**"
      ],
      "metadata": {
        "id": "7Lfc0-CTG7O3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install akshare numpy pandas scipy"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RN64w2gKHMe-",
        "outputId": "25d2c804-aec0-4bda-f3ac-2b7b40ee813b"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: akshare in /usr/local/lib/python3.9/dist-packages (1.9.51)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (1.22.4)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (1.5.3)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.9/dist-packages (1.10.1)\n",
            "Requirement already satisfied: requests>=2.22.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.27.1)\n",
            "Requirement already satisfied: urllib3>=1.25.8 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.26.15)\n",
            "Requirement already satisfied: cfscrape>=2.1.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.1.1)\n",
            "Requirement already satisfied: openpyxl>=3.0.3 in /usr/local/lib/python3.9/dist-packages (from akshare) (3.0.10)\n",
            "Requirement already satisfied: beautifulsoup4>=4.9.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.11.2)\n",
            "Requirement already satisfied: html5lib>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.1)\n",
            "Requirement already satisfied: tqdm>=4.43.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.65.0)\n",
            "Requirement already satisfied: xlrd>=1.2.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.0.1)\n",
            "Requirement already satisfied: jsonpath>=0.82 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.82)\n",
            "Requirement already satisfied: pypinyin>=0.35.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.48.0)\n",
            "Requirement already satisfied: decorator>=4.4.2 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.4.2)\n",
            "Requirement already satisfied: py-mini-racer>=0.6.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.6.0)\n",
            "Requirement already satisfied: requests-cache>=0.9.3 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.0.1)\n",
            "Requirement already satisfied: tabulate>=0.8.6 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.8.10)\n",
            "Requirement already satisfied: websocket-client>=0.56.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.5.1)\n",
            "Requirement already satisfied: lxml>=4.2.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.9.2)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2022.7.1)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.9/dist-packages (from beautifulsoup4>=4.9.1->akshare) (2.4)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.9/dist-packages (from html5lib>=1.0.1->akshare) (1.16.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.9/dist-packages (from html5lib>=1.0.1->akshare) (0.5.1)\n",
            "Requirement already satisfied: et-xmlfile in /usr/local/lib/python3.9/dist-packages (from openpyxl>=3.0.3->akshare) (1.1.0)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (2.0.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (3.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (2022.12.7)\n",
            "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (3.2.0)\n",
            "Requirement already satisfied: url-normalize>=1.4 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (1.4.3)\n",
            "Requirement already satisfied: attrs>=21.2 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (22.2.0)\n",
            "Requirement already satisfied: cattrs>=22.2 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (22.2.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.9/dist-packages (from cattrs>=22.2->requests-cache>=0.9.3->akshare) (1.1.1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2.导入依赖包**"
      ],
      "metadata": {
        "id": "84hVivyuHUUa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import time\n",
        "import akshare as ak\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "from copy import deepcopy\n",
        "from scipy.signal import savgol_filter"
      ],
      "metadata": {
        "id": "RZixELTIvqGi"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 第二部分：加载数据进行平滑处理\n"
      ],
      "metadata": {
        "id": "FBglhtSKHmsv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**3.加载创业板最近一年的数据**"
      ],
      "metadata": {
        "id": "bYP6k8hrH-BH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cyb = ak.stock_zh_index_daily(symbol=\"sz399006\").iloc[-250:]\n",
        "cyb = cyb.set_index(\"date\")\n",
        "cyb.index = cyb.index.astype(str)\n",
        "cyb.close.plot(figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "D09WBvC9vxDP",
        "outputId": "fc78fe83-7739-4ffd-90a3-64652116bc06"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 3
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**4.使用移动平均线进行平滑**\n",
        "\n",
        "移动平均线（Moving Average，简称MA）是最简单的金融数据平滑方法，它通过计算一段时间内的数据的算术平均数来消除价格波动的噪声，使数据变化的趋势更加清晰。"
      ],
      "metadata": {
        "id": "w8nUUIhKH0pC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def ma_smooth(data, window_length, center=True):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = data.rolling(window_length, center=center).mean()\n",
        "  else:\n",
        "    data = pd.Series(data)\n",
        "    smooth = data.rolling(window_length, center=center).mean().values\n",
        "\n",
        "  return smooth\n",
        "\n",
        "\n",
        "ma_smooth(cyb.close, 10).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "JstXAmU-zy-_",
        "outputId": "bdf485ae-eadb-4328-fc46-7142b064d263"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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Db/ft28ebb77J1q1b6dLF9Kbv0aMHv/zyC2+99RbvvPMOkZGRpKSklLtfcXExaWlpREZGAhAZGUlycnK5Na7vXWtO5e3tjbe3d23ejoiI1BeuxEFtq03AVFp4BUBhNv/9ZgEQxf2XtmFi1EGwF5nB7aGtzdred8KGT2HbNzD6X6byIicFrB7QvHuNXvbyzhH89YpO/PPHHexOzmZ3cjZfbzhcej7A24PsgoorSj72asUl1i3MmPUVxzv70zUqmH6tQvH1stXsvZcmTpztylzvobIB8XnpkHhSi7DE1dCid81eU0RERERERETkAlOjxInD4eCBBx5g1qxZLF68mLi4uHLnc3NzAbBayxey2Gw27HY7AIMGDSI9PZ1169bRp08fABYuXIjdbmfAgAGla5544gmKiorw9PQEYN68eXTo0IEmTWr5BLKIiNR/ZzvfBMBiIT+4DT7HNtGKQ3Ts2Zc/j+4AP00159sMK1sb3de8Vsp22PIF+DU1xyO6gqdvjV/6nktac03PKLYcymDbkUy2HTHbw+l55ZImwb6ehPp7EeTrydH0PNbltucS6xa8jq7lhQTzb6G3h5WL24UxolMEl3UKJzzQ58wBHDup4gTKWnUd2wVFeae/p/jFprWXS+IqGHh/jd+3iIiIiIiIiMiFpEaJk0mTJjF9+nS+/fZbAgMDS+eNBAcH4+vrS8eOHWnbti333XcfL730Ek2bNuWbb75h3rx5zJ49G4BOnToxevRo7rnnHt555x2KioqYPHkyt9xyC1FRUQDcdtttPPPMM9x11138+c9/ZuvWrbz++uu8+uqrdfz2RUSkXklxJk4iutT6FqnZBaxNa8Jo4NLQE4wd1x2LxQLxi8yC1kPLFlss0PsO+OnPsO4jaH2pOV7N+SYViQjyIaKzDyM6l83qOpFTSFpuIU38vAj29cRmtZS7Jn1LCXz1FZf5H+Cqls1Zf/AERzLymb8jhfk7TJVmz5gQrurenAmDYvH2qKQS5dSKk6Ao8AuD3FSTlIruU369q01XZHfTzitxVa3ft4iIiIiIiIjIhaJGM06mTJlCRkYGQ4cOpXnz5qVfM2bMAMDT05MffviBZs2acfXVV9O9e3c+/vhjPvroI6688srS+0ybNo2OHTsyfPhwrrzySi666CLee++90vPBwcH8/PPP7N+/nz59+vDoo4/y1FNPce+999bR2xYRkXrH4YBkZ6uuWlac5BeVcM/Ha9mcHw7AuJZ5+HjaIPMoHNsJWCDu0vIXdb8JbN6QvAU2zzTHWpySYDhLTfy9aNMsgFB/r9OSJgAh7QYBFoLzD/Pm1S349S+X8eNDF/Po5e3pER0MwMbEdP4+ZwdX/2cZGxPTT38RhwNS95j9MOecF4ulrF1X0qbT1+9dYPYv/RNYbJB5GDIOnf0bFhERERERERFpwGrcqutM2rVrx1dffVXlmtDQUKZPn17lmu7du/PLL7/UJDwREWnIso5Cfrr5AN814L0G7HYHf/xiExsS0onzaQmAd7ozkRC/2GyjeoJfaPkL/UKh87WwZaaZbwI1GgxfJ3yCnC3DtsGh1Vg6XU2n5kF0ah7EA8PbkZKZz9xtSbw2fw+7k7MZ+/av3HNxax65vL1JDAFkJUFhlvn1Cz2plWZkd9i3EI6eMiA+eRtkHQEPX2h7OUR2g6MbIWEldLvhvL11EREREREREZH6pkYVJyIiIueMa75J07bg4V3jy1+Zt5vZm4/iabMw8ZqR5mDqHlNZUdqma1jFF/e5o2zfO9jEcL7F9DfbCtplhQf5MGFQK+b94VKu6xmF3QHvLo3nytd/Ye2BNLPI1aarSavyv37Ne5jtqQPiXW264i4GTx9oOdD5+qsREREREREREWnMlDgREZH6IcXZpiui5m26Zq5J5M1FewF4fmx3enbvZSovCrMh80hZxUmbShInsUPKkiUteoPVDf88liZO1lS6JNTfi9du6cV/J/YlPNCb+NQcbnx3BZOnr2fblrVmkWu+iYsrcZKyHUrKBtSXJk7aXn7K6688yzcijVpRnklWioiIiIiIiDRgNWrVJSIics64Kk7CazYYft72ZP7ytWlDNXlYW27oE21OhMbB8b2w/VvITgZPP4gZUPFNLBYY8hB89wB0urq27+DsuGI7sgGKC6qsurm8cwT940L5x5ztzFx7iNmbj9LHYxVdPGD+sWCKtx5laIdw08arSRx4BZo2Xqm7TWKqIAsSVpibtR3ufH1nxUnSVijIBu+Ac/hmpcFL2w/bZpmZOK7ZOBmHTLu9tiPg9qrbtoqIiIiIiIjUZ0qciIhI/VCLipO1B9KYPH09dgfc1DeaR0eeVG0R1t4kTla/Z76PHVx1C7DeE6H9FeAfVovg60Boa/BrCrnHzTySmH5VLg/29eSFG3pw+8BYvtt4hC7rk8AOc1OC+OLT9QR4e/D0NV1MIimyGyQsN+26IjpD/BKwF5vXbNrGecMWEBQNmYfg8Dpofel5eNPiFms/hDUfmORiZHeI6Gr+GwmONknE6vj6HjhUSXXU3gVQXAgeXnUXs4iIiIiIiMh5pMSJiIi4X0kxHHPO6AivXuJkV1IWv526hoJiO8M7hvPP67thOflD37D2sOsHOLHffF/ZfJOTBTSrYeB1yGKB6P6w+0c4tPqMiROX7tEhdI8OwbH7OGRCl259WH7Al8Ppefzxi00kpOXySGQ3LAnLIWkzcOvpbbpcWg6ArYfMnBMlTi5MDgcseRGyjkDyVtjxfdk5n2DoNQFG/aPqe+SdgEPO1nAXPQIhLSE4BoJawHtDoaQAso5Ck9hz9jZEREREREREziXNOBEREfdL22c+bPX0h5Azf9h66EQuEz9cRWZ+MX1im/Dmbb3xsJ3yT9qpsz4qm29Sn1QxIL5KBdlYMg8BcOc1I/nlT8OYPMzMbHljwR4+T2xi1h3dZD44L02cjDjl9Z3twjTn5MKVftAkTawecPlz0P0WU3Fi9YD8DFjxJmQlV32PgysABzRtByOehr6/hXaXm2qmoCizJvPwuX4nIiIiIiIiIueMEiciIuJ+yc42XeGdzjiYPS2nkIkfriY5s4D2EQF8cEdffL1spy88OXESEFHtSha3Kk1crK7ZgO3je83WLwz8QrFaLfxxVAf+NbYbNquFjw6EAOA4uhmO7YSMRLB5Q6uLKnn9NWC3n917kfrp4HKzjeoNQx6Ese/C736Fvx4x7boA4hdXfY8Dv5jtqf/9gKk6Acg8UifhioiIiIiIiLiDEiciIuJ+Kc7B8GeYb5JbWMxvp64h/lgOUcE+fPTb/oT4VTJHIaxd2X7rodWf3eBOUb3Mk/9ZR82g7epK3WO2p1TZ3NK/JR/e2Y+jnjEUODyxFGaR9cs75mSrIeDlV/4+EV1N1U9BhkmwyIXnwK9mGzu4/HEP77IKpPhFVd9jvzNxEnfx6eeCnYmTmvz3KyIiIiIiIlLPKHEiIiLul+xMnIR3qXRJUYmd309bz8bEdEL8PPn4rv40D/at/J6+IabSBKo336Q+8PIre+q/Ju26Up3zYU5OFjld2r4Zn91/CfHWluYltkwzJ06dbwJg84DoPjV/fWk4DjoTJxVVi7j+nOxbVHnFU26amY0C0KqCxElpqy5VnIiIiIiIiEjDpcSJiIi4X4qzVVclFSd2u4M/fbmZxbuO4eNp5cM7+9E2PPDM9730T9DxKuh0dR0Ge45FO4fCH15f/WtKEyftKzzdOSqI2C6DAPCmCIA3D7Uiv6jk9MWl7boqSZwcWge7fqp+bFJ/ZB6BE/vBYi2bp3OylgPBwxeykyBlR8X3OPgr4ICwDhAQfvr50lZdmnEiIiIiIiIiDZcSJyIi4l4F2XDigNmvpOLkXz/tZNaGw9isFqaM70Pvlk2qd+9+d8Mt08A7oG5iPR8iupqtq31ZdVTSqutkfrG9SvcT7c14aZ2da9/8lZ1JmeUXxgx0LqogcZKwCj4cCZ/dDGs/rH58Uj+45ptEdgOf4NPPe3ibFm4A+xZWfI+q2nQBBEebrVp1iYiIiIiISAOmxImIiLiXa5ZGQAT4Nz3t9HtL9/He0ngAXhjXnWEdK3jK/UIS4UweVTdxYi8pGw5fQauuUpE9Snet7S8nLMCHXclZXPPmr3y4bD92u7M1U3RfwAJp8ZCdUnZ9VhLMnAD2YvP9D4/BgWXVi1HqB1ebrtghla9pc5nZVpY4cf2eV9TqC9SqS0RERERERC4ISpyIiIh7JTvbdIWf3qbrq3WH+OcPJrHy+BUdGdcn+nxG5h7NOpptdjLkHD/z+vQEKCkAmzeEtKx8XUQX06IJaNH3an56+GKGdwynsNjOs7O3c8t/V7L5ULqZDRPeyVyTuNpsiwth5h0mpmadoPN1JoEyY0JZtZDUf66Kk1MHw5/MNefk4HIoyi9/Lie1rK1eRfNNAIKcf0ZzUqC4oPaxioiIiIiIiLiREiciIuJex51tplwJA6fFu1L401ebAbjn4jjuu7TN+Y7MPbwDICTW7Fen6sTVpqtpW7DaKl/n5QeDJkO7UdDmMsICvHn/jr48d11XfDytrN6fxjVv/spDn28gO7y3uSZxpdnO/avZ9w42rc+umwLNe0JeGnx2KxRk1frtynmSk1pW3dWyisRJeCcIiITivLLffxdXxUp4Z/APq/h6v1Dw8DH7WUfPLmYRERERERERN1HiRERE3Cttv9mGxpUeyi8q4bEvN1Nid3B9rxY8fkUnNwXnJjVp11U6GL6KNl0uI5+D8TPB03ywbbFYmDAwloWPDmVs7xZYLPDtxiM8uykIgOKDq3BsmAZr/gvAtoEv8fVBb37clUHmdR+b9mop2+Hr+8Bur/HblPMoYYXZNutUYUu8UhYLtHFWnexbVP6ca75JZW26XNe72nVlaEC8iIiIiIiINExKnIiIiHu5Wj01KUucTFuVwLGsAlqE+PKvcd2wWi3uic1dXG3LXG3MquJKnDTrUOuXiwrx5ZWbevL95IsY3KYpq4rbAmA/tI6Cbx4C4NWicYyZ688fZm7id9PW0+v1bfzV688UW7xg1xwci/5R69eX86A6bbpcKptzcsCVOKmkTZdLUAuz1ZwTERERERERaaCUOBEREfdxOE6rOMkrLGHK4n0ATL6sLd4eVbSfulC5Zoyk7Djz2tKKk/Zn/bJdWwQz7e4BPD3xKk5YgvGylOBjKWJ+SS8+8bqJDhGBXNQ2jPYRAZTYHUw/EsljBXcBYPnlJZZ+/c5ZxyDniGuoe3USJ62Hmm3SZtPiCyD7WFmrr6oqTuCkxMmhGocpIiIiIiIiUh94uDsAERFpxHKOQVEOYCkdbD5t1UFSswuIbuLLuN6NYBh8RUpbde0wySVLFRU3NWnVVQ0Wi4VhnSKwt78Ids2hOCSOS+6exfqAJuXWHTqRy+Jdx1i8K5wP9h3iLuv39Nv0JF94teTGq66sk1ikjuRnQNIWsx875MzrA8Ihohskb4H4xdDthrJqk4iuZo5JVYKdiRO16hIREREREZEGShUnIiLiPq5qk+Bo8PAmr7CEd5bEAzB5WFu8PBrpP1NN24LVEwqzID2h8nU5xyH3eNk1dch66WPQ7SY8bv8Cr1OSJgDRTfy4fWAs79/Rj/FPfMj+kEH4WgoZuPpB/jd/XZ3GImcpYRXggNDWENS8eteUzjlxtuuqbpsuKJtxolZdIiIiIiIi0kA10k+kRESkXjjhTJw0aQWcUm3Sp5FWmwDYPMtab1XVrsvVOikoGrz86zaGqF4w7r/VqmTx8fYi7r7PSPeJJsZ6jHZLHuC9RbvqNh6pvYO/mm112nS5nDwg3uEoa/V1pjZdYP57BLXqEhERERERkQZLiRMREXGfk+ab5BYW884SM9vkgcva4mlr5P9ERTgHxKdUMSDe9YF4dN9zH8+Z+DYh5DdfUGj15SLbNiwLnuZd5++nuFnpYPhqtOlyaTkIPHwg6wjsX+psCWeBVtW4hypOREREREREpIFr5J9KiYiIW5VWnMTx6cqDpGYX0jLUj7GNdbbJycKdiZPk7ZWv2b/UbOOq0T7pfIjojNcN7wJwj8cPbJv7gZIn7laYA0fWm/2aVJx4+prkCcDC58w2shv4nt627TTBzj+/OceguKD6rykiIiIiIiJSTyhxIiIi7uOsOCkIiuVd12wTVZsYrsRJZa26ivIhcbXZj7v0/MRUHZ2vhYsfBeAFz/f47qcfef6HHZTYHW4OrJE6tAbsxRDUAkJiK1zicDhIycpn2Z5U9qZkl51oc1nZPaB6803AJFc8fM1+pgbEi4iIiIiISMPj4e4ARESkEXNWnMxO9OZ4jqk2ub5XCzcHVU+4WnWl7oaSIjP35GSHVkNJAQRE1vlg+LM27Ak4uhmfvfN41+tVrl7alO1HM3njll408fdyd3SNy8ltuiwWAE7kFLJgZwo7j2ayMymLHUczOZ5TWHrJiE7h/H5YW3q3GQbzTrpXdSubLBbTrittn2nXFdq6jt6MiIiIiIiIyPmhR3pFRMQ9CrJMKx/g9fXFgGablBMcA16BYC+C1D2nny9t03VJ6Qfi9YbVBuPeh9A2RFtSuc9rLr/sSeWat5ax/Uimu6NrXEoTJ6ZN1/J9qVz+6lL++MUm3l+2n2V7UzmeU4jVArFN/bBYYP6OFMa+vZzx32VR6BNmrrdYy1p3VUewMwGaoYoTERERERERaXj06ZSIiLjHiQMA5HkEk5DrSWxTVZuUY7FAeCezn1LBnJP9v5htfZlvcirfEBj2VwB+G7KOlk18SUzLY+yUX/l243n+MP3gCvjqHshNO7+v627FBaVttuwtB/OfBXu4/f1VpGYX0KqpH3cObsW/x3Xj20lD2PbMaJY8NowFf7iUG/tE42G18Gv8CebkdAAgI6QTJd7B1X/tIOefZbXqEhERERERkQZIiRMREXEP53yTPUXmifY/XN4eD1WblOdq13Vq4qQgGw6vNftxl5zfmGqiwxXg6Y9XZgJzxvlySftm5BfZeejzjTzz/TZyC4vPTxyL/wlbZsK6/52f16svDq+H4nzsvmHc+X06L8/bjd0BN/aJ5seHLuHpa7pwc7+W9IgJwdfLBkDrZgG8eGMPlvxpGHcMiuUrx3DyHZ78O2Ugw19ezMcrDlTv902JExEREREREWnA9AmViIi4h3O+yQF7OH1jm3BNjyg3B1QPhXcx2+RTEieJK83A7+CW0KTVeQ+r2rz8oeOVAATu+Zb/3dmP3w9tA8D/fj3A8JeX8P2mIzgc53BwvMMBSVvN/pEN5+516pvCHJhrKn4WFrRn6Z5UfDytvHhDd168sUdpoqQyLUJ8eebarrz658m8MWgZc7xGc+B4Lk99u41Bzy/k3z/tJDkzv/IbqFWXiIiIiIiINGBKnIiIiFukHNwJQIIjgqev6YKlvs3pqA8qa9V18nyT+q7bjWa77Wts2PnT6I58cEdfopv4cjQjnwc+28At761kx9FzNPskOxnynC26DjeSxElJMXz5WziynjRHAH/PG0frZv58O+kibuwbU6NbNQv05k+jO7Li8ct49touxDb1IyOviCmL93HxC4v4bHVCxYkvVZyIiIiIiIhIA6bEiYiInHcldgeH400yILJVR7q2qMHshMYkwllxkn4QCrLKjtf3+SYnaz0MfJuYBMYBE/fwThHM/8OlPDKiPd4eVlbtT2PMG7/wf99uJSO3qG5fP3lr2X7mIchOqdv71zcOB445j8Lun8h3eHJ34R/p3r0P30++iA6RgbW+rZ+XBxMHtWLho0N5d0If+sQ2obDYzuNfb+HPX20mv6ik/AVKnIiIiIiIiEgDpsSJiIicdzPWJBJaeASAy4cMcnM09ZhfKAREmv0UU6FDfgYc3Wj2WzWAxImHF3S+1uxv+aL0sI+njYdGtGPBo5dyZbdI7A74aMVBhr+yhNmb67B916ltzi7wdl32pS9jWT8Vu8PCg0WTGTT0Cl6/pSf+3h51cn+b1cKoLpF8cd8gHhvVAasFZq49xLgpy0lMyy1bGORsvZd7HIqqaOklIiIiIiIiUg8pcSIiIudVRm4Rr83dRgtLKgDBLdq7OaJ67tQB8QeXg8MOTduWzZGo71zturZ/D8UF5U5FN/Hj7fF9mHb3ANo08yc1u4DJ0zdwz8drOZqRd/avnbyt/PcNJXFSmAPzny5LmFVD8frpWBc9B8D/Fd/BgCvv4LFRHc9JGzyr1cKkYW355K4BhPp7se1IJlf9ZxmLdjkrenybgKef2VfViYiIiIiIiDQwSpyIiMh59er83fjkHcXDYsfh4VNWUSEVCz8lceKab9IQqk1cWg6GwCgoyIA98ypcMqRtGD88dDEPDW+Hp83C/B0pXP7KUj5ZcQC7/SyqT1yJk7hLzfbw+trf63xa/wksexW+nVSt5fm75sF3kwF4t+Rq+tzwJ+66KO5cRgiY37fZD1xEj5gQMvKK+O3UNby1aC9YLGVVJ5lHznkcIiIiIiIiInVJiRMRETlvdidn8cnKg8RakgGwNGkFVv1TVCVX4sSVAGhIg+FdrFboOtbsb/2y0mXeHjYeubw9cx68mF4tQ8guKObJb7dx47srSM6sRbunkiJI3WX2e00w2yMboK7agJ1LSZvN9vBaSN1T6bISu4OFG3ZS/PkdeFDCbPtg2o9/iet6nb9qpKgQX2beN5DbB7bE4YAX5+4yyRPNOREREREREZEGSp9WiYjIeeFwOHjm+22U2B2MjnK2YGpy7p+Ib/BKW3XtgJzjZcPOG1LFCUC3G8x214/lB91XoH1EIF/eP5hnrumCv5eNdQfTuPujteQVllR53WmO74WSQvAKhI5jwGKDnJSG8UH+yUPtN3122uncwmI+WXGA4S8vZtmXbxLgyGEf0UTd+T+GdTz/VVzeHjb+fl03/nplR8AkT/YUBJuTGYfOezwiIiIiIiIiZ6NuJoWKiIicwfqEdH7dexwvDytXxxRAKhCqxMkZhXUALJCbCtu+NsfCO0NAM7eGVWPNe5q5LMf3ws4foMfN5c/nppnWVCf2Q146trwT3JF3ggleaeRY4bWksfzxC1/evK139Wd2uKp0wjuBl5/5dUveYqpOgqPr9O3VqZLi8rNNNs2AYX8Dq5X03EL++0s801YlkJ5bBDiY4LMAgGbDH6RNa/e2vrv3kjZkF5TwxoI9/JhgpZ0HatUlIiIiIiIiDY4qTkRE5LyYsSYBgKu7RxGU53wCXRUnZ+blB6Gtzf6qd822oVWbgJl50dVZdXJqu66EVfDORbD8DdjxPRz4xVRcZB7GWpxHIHk86TmNsTsf5b9z11b/NV1VGxFdzLZFL7Ot73NO0vZBSQF4+oN3MGQegoPLyMov4qZ3V/DWon2k5xbRMtSPdy7KI44j4BVAUP/b3B05AI+MaMddF8Vx1NEUgORD+9wckYiIiIiIiEjNKHEiIiK1d2QjvN4DNnxa5bLsgmJmbz4KwM39YiBtvzmhipPqcbXrOu6cddGQ5puczNWua99C03bM4YBf34CpV5r2WU3bwpUvwbgP4Pav4Z5F8OBGuPIlSqxeDLdt4OoVN7Fy4XfVe73k7WbrSpxE9TbbIxvq9G3VudKET2foej0A9o3TeeCzDexOziYiyJt3bu/Doj8OZXTeD2Zt95vAO9BNAZdnsVj425hOtG/bAYDjR/azaGeKm6MSERERERERqT4lTkREpPY2fQ4nDsCcRyF1b6XL5mw+Qm5hCa3D/OkXG2KuAVWcVJdrQDwAFmg1xG2hnJWwdtC8B9iLYd3/4LNbYd6T5vuu4+DexdD/HpNgaTscWvQ2ybX+92C7dyGp3i1pbkmj35KJJH//DNjPMPPE1aoroqvZRjkrTur7gPjSuLtAj1sBKN7yDat2JeLjaeX9if0Y3TUSW+4xU6ED0Pe3bgq2YhaLhYmjzX+nkZbj3P/pOtYeSHNzVCIiIiIiIiLVU6PEyfPPP0+/fv0IDAwkPDyc6667jl27dpWeP3DgABaLpcKvL774onRdQkICY8aMwc/Pj/DwcB577DGKi4vLvdbixYvp3bs33t7etG3blqlTp57dOxURkbp32Nk2qTgfvp0EdnuFy2asSQTgxr4xWHKOQVEOWKwQ0vJ8RdqwnZw4ad4dfJu4L5az5WrXtfA52P0j2LzhqldNlUlVFROR3Qh5eDlL/UdisziIWPcKBZ/cVOl/c+SdMC2uwMw4AfPraPOG/HQzS6W+OjnhEzOALL8YvOx5jLau4ZWbetIt2jl0fcMnYC+C6H4Q2c198VbCFtICgFBLNpbiPB7/egvFJZX8fomIiIiIiIjUIzVKnCxZsoRJkyaxcuVK5s2bR1FRESNHjiQnJweAmJgYjh49Wu7rmWeeISAggCuuuAKAkpISxowZQ2FhIcuXL+ejjz5i6tSpPPXUU6Wvs3//fsaMGcOwYcPYuHEjDz/8MHfffTdz586tw7cuIiJnpbgQjm42+zYvSFwJq987bdnelCzWJ6Rjs1oY16dF2QfWQdHg4XUeA27AXK2moGHONzlZ13GAc7h7kzi4e56plqjGwHcP30B6TJ7OP30eId/hiff++eTuX1Hx4pQdZhscA74hzht4QaSz+qQ+zzk5qeJkefxxPsgcAMAj4eu4sltzc85eAuummv16Vm1SyifEzGkB2vtmsSclm6/WH3JvTCIiIiIiIiLVUKPEyU8//cSdd95Jly5d6NGjB1OnTiUhIYF169YBYLPZiIyMLPc1a9YsbrrpJgICAgD4+eef2b59O59++ik9e/bkiiuu4LnnnuOtt96isLAQgHfeeYe4uDhefvllOnXqxOTJk7nhhht49dVX6/jti4hIrSVvNQOsfZvA6OfNsQXPQFp8uWWuapNhHcIJD/Q5ab5Jq/MYbAPXJM5USgDEXereWM5WcAsY9Q8YcD/ct8S07qrJ5b6e3Hr3Y8y3DARg/pf/JTO/6PSFJ7e7Oll9n3OSlw4Z5s/MQY9W/O7T9XxZchEAMelrIOOwWbdvIaQnmOREl+vdE+uZWCzm9xu4r6f57/eVebvJLSyu6ioRERERERERtzurGScZGRkAhIaGVnh+3bp1bNy4kbvuuqv02IoVK+jWrRsRERGlx0aNGkVmZibbtm0rXTNixIhy9xo1ahQrVlTyVClQUFBAZmZmuS8RETmHDpukOS36QJ/fmkqIolz47sHS9kmFxXa+Xm8+6L25X4xZ76o40XyT6rN5wGVPQLcbofVQd0dz9gZNgiv+DT7Btbo8LsyfrsPHA9ArZxkT3l9FRt4pyRPXgPVy82EoP+ekPkoxA+3tQdH85rPdZOQVERbdHnvLwVhwwOYZZt2aD8y253jw9HVTsNUQFAXAyJgSopv4kpxZwIfL6nGbNBERERERERHOInFit9t5+OGHGTJkCF27dq1wzQcffECnTp0YPHhw6bGkpKRySROg9PukpKQq12RmZpKXl1fhaz3//PMEBweXfsXExNT2rYmISHUccs43adEHrFa45j/g6QcHfjGDv4GFO5M5nlNIs0BvhnVoZtaXVpwocVIjQx6Cce+rvZlTqwHXYLf5EGM9RtHhTYx/fyXpuYVlCyqrOGnhrDg5uunMw+XdwRn3lqJo4lNziAr24b2JfbD2NEPi2fQ5pCfCHmf70r6/cVOg1RQUDYBn9hEeG9UBgHeWxHM8u8CdUYmIiIiIiIhUqdaJk0mTJrF161Y+//zzCs/n5eUxffr0ctUm59Ljjz9ORkZG6VdiYuJ5eV0RkUartOKkr9mGxsHw/zP7856C9ITSNl3jekfjYXP+k6OKE6kLXv5Y25nq1Ot91rP1cCa3/neV+UDebi+bcRJxysMdYe3N3I3CbEjdc35jLsqH5O1Vr3FWyvySFYGXzcq7E/qaFnedrwUPH0jdBXP+AA67qfIKa3ceAj8LzooTMg5zdfcourYIIrugmP8s3OveuERERERERESqUKvEyeTJk5k9ezaLFi0iOjq6wjVffvklubm5TJw4sdzxyMhIkpOTyx1zfR8ZGVnlmqCgIHx9K25H4e3tTVBQULkvERE5R/JOwHHnh84t+pQd738vxAyEwmwKvp7Mkt0pANzU96R/K1wVJ01anZ9Y5cLV6WoAJjbZQliANzuOZnLrf1eSemi3SYzYvKBp2/LXWG1lc1XOZ7suhwM+vw2mDIK98ytdlp2wCYCd9pY8dXVnukU725n5BEPHq8z+np/Ntt/5eTjlrDhnnJB5BKvVwuNXdALg05UHOZCa48bARERERERERCpXo8SJw+Fg8uTJzJo1i4ULFxIXV/nTwh988AHXXHMNzZo1K3d80KBBbNmyhZSUlNJj8+bNIygoiM6dO5euWbBgQbnr5s2bx6BBg2oSroiInCuH15ttkzjwb1p23GqFa98CDx+8E5Zwm3U+/VuF0rpZgDlfkAW5qWZfrbrkbLUfBVYPvNN28fXNzYgI8mZ3cjbPvP8FAEWh7c18mFOVzjlZf/5i3f4t7HP+bLN5ZoVLjmflYT1mKmWat+/L+AEtyy/ocWvZvn84dBhzLiKtW85WXWSaWUdD2oZxSftmFNsdvPjzLjcGJiIiIiIiIlK5GiVOJk2axKeffsr06dMJDAwkKSmJpKSk0+aO7N27l6VLl3L33Xefdo+RI0fSuXNnJkyYwKZNm5g7dy5/+9vfmDRpEt7e3gDcf//9xMfH86c//YmdO3fy9ttvM3PmTB555JGzeKsiIlJnXImTk6tNXMLaYr/sKQD+5vEpd3c8aZaBq9rEN7TWg8FFSvk2Me2qgJbJC5lx7yC6tgiiVckBAGYnh/L411s4ePyUygbXnJPzVXFSmANznyj7fvdPUFJ+mL3d7uCf03/Cj3wK8eShm0djsVjK36f1UAhwzoDrPaFhzLtxtepyJk4A/jK6IxYLzNl8lI2J6e6JS0RERERERKQKNUqcTJkyhYyMDIYOHUrz5s1Lv2bMmFFu3Ycffkh0dDQjR4487R42m43Zs2djs9kYNGgQt99+OxMnTuTZZ58tXRMXF8ecOXOYN28ePXr04OWXX+b9999n1KhRtXybIiJSpw47B8NH963w9MrwG1lc0gMfSxEjtj1uZjsAnDhgtqo2kbribNfFjtm0CvPn+8kXMaF1NgDbSmL4bHUCw15azKTp6/lu0xFSswvKKk6StpyWwDgnlr0KmYcguCX4NYX8DDj4a7klby3aS/ZB06bLHtaRAF+f0+9j84ArX4LO18HASec+7rrgatWVdwIKcwHoHBXE9b3M8ed/2IHD4XBXdCIiIiIiIiIVqqB/ReWq+z+2//znP/nnP/9Z6fnY2Fh++OGHKu8xdOhQNmw4j73HRUSkehwOOORMnLSoOHEyc+1hlhXdzyLvvxJ4bLsZFn/lCxoML3Wv4xiY86hJ5mUewRIURXiuGTx+45hR7NvVjEW7jjFn81HmbD4KQIfwAL61BeBTnE3mwc0Eta6gcqqupMXDr6+b/dH/NNUmGz6FnXNMBQmwfG8qr87fzQPWBAB8ortXfr/O15ivhsI7CLwCzMyZzCMQZmbOPDqyA7M3H2XV/jR+2ZPKJe2bneFGIiIiIiIiIudPrYbDi4hII5aeYOaUWD0hstvpp3ML+WFrEqkEkzL8NXNw9buwe25Zqy5VnEhdCYyEmP5mf+ccU9VwfB8AHboN5H+/6c/sBy7i7ovi6Nw8CIBdKdmsLYwF4J8fTKfv3+dz63sreerbrXyy4gAr449TUFxSvddfOQWWvFhWVXWqn/4KJYXQepgZ7u4a8L5zDscy83nhp53c+8k67A4Y0fSYORfRpVa/FPWSxQJBrgHxh0oPtwjx5bb+ZobLlMX73BGZiIiIiIiISKVqVHEiIiJS2qYrsit4nt5O6Ov1hyksttOpeRCtB14EGb+HlW/DN78rm3egihOpS52uhsRVsOM759wdB/iFQUA4AF1bBNO1hZmpk5ZTyMr445T80gtSttHdEs/n2QWkZhewIv546S0jg3y4/9LW3NK/JT6etopfNz0RfvqL2d/2NYz9L0R2Ja+whP2pOYQnLyFs949g9YArXjBJhNZDsXv4Ys08zL0vfMCG4lYA9G4ZQpciZ2LhQkqcgPlzn7oLMg6XO3zPJa35dOVBVsQfZ2NiOj1jQtwTn4iIiIiIiMgplDgREZGaObTObCto0+VwOPhstWk3dFv/GDPcesTTsP8XSN4Cuc4PplVxInWp41Xw89/gwK9w4BdzLKKLSVScItTfiyu7NQfbSJj5KTe3SKXr1UPYnZzNnpQs9iZns+lQOkmZ+Tz9/XbeWryP+y5pzfgBsfh6lU+gFO9bXPaDVMp2it4dyvuet/Ni1nA8HCXM9foTYVaYYbuKH2en0zJ0K8dzCrm6oCujbWsYyhocMT353dA2XN7GH+u/nBVZEV3P3a+VO7jmnGQeKXe4RYgv1/SM4uv1h3ln8T7emXAOW6aJiIiIiIiI1IASJyIiUjOHnYmTCgbDrzt4gj0p2fh4WrnWOfwZD2+44QN491IozjPHVHEidSk0DiK6meTcirfMsTNVbUT1BsB2bDvdI7zpHh1SeqqguIQv1h5iyuJ9HE7P4+9zdvDOkn2M6xNNdn4xCWm5HDyey6NZn3GtDaYVDyfcks7ltnX8rvB/9PBYxT5bHHEkk+II4bmsq8jedaz0/l7Wvoy2reHusO08+PvBJsF4aC3ggIBI8A+r418gNws2LbnYNgv63w2+TUpP3X9pG75ef5i525PYdyybNs0C3BSkiIiIiIiISBnNOBERkeorKYKjG81+i9OfDp/urDa5unsUQT6eZSeadYDRz5t972Azl0KkLnW62myzk832TImT4GgIiAB7MRzdVO6Ut4eN2wfGsuiPQ/nX2G7EhPqSml3Iu0vimbYqgV/2pJKQlsNg61YANgUP58cuL7O0w98osfky2LadCcwBwGP0c7x39zD+NbYbvx/ahrsuiuO+u38HFhv+6buwnHBWmSRvrV7cDVHPW8G/GaRsg09vgIKs0lPtIwIZ0SkchwPeWxLvxiBFREREREREyqjiREREqi95GxTng08whLYpdyojt4g5m48CcOuAlqdf2+dOsHlCYPMKWyiJnJVOV8Hif5Z9f6YEhMVihsrv+N7MR2k58LQlXh5WbunfknF9ovlmw2FW7U8jMsiHlk396GhJpNn3GTg8fHnhkbtNZRW94PhY+PpeMwuo5WBCB05gsMXC4FNv3moI7F8KO3+AwZPNn63qxN0QhbSEid/C1DHm12X6zTD+S/DyA+B3Q9swf0cKX284xCOXtycy+PTZSSIiIiIiIiLnkypORESk+lxtulr0AWv5f0K+2XiYgmI7HSMD6VXRkGeLBXrdDm2Hn/s4pfEJ7wyhrc2+xQrNOp75mpgBZpuwqsplnjYrN/aN4aUbe/DHUR24qW8M3YtMlYoldpAzaeLUtA38di5MmAXjZ1aeJOx4ldnuNJUpZYmTC2y+iUtEF/Nr4h0EB3+Fz2+DonwA+sSG0r9VKEUlDj78db+bAxURERERERFR4kRERGri5MTJSU4eCn9r/5ZmZoPI+WSxlLXrCm0Dnr5nvsaVOElcBQ5HzV4vfrHZth56+jmbB7S5DLwDK7++w5XO114J2ccu7FZdLlG9TKWJpz/EL4Iv7oDiQgDuH2qSXtNWHiQjt8idUYqIiIiIiIgocSIiIjVwaK3Ztig/GH5DYjo7k7Lw9rBynWsovMj51udOkzTpc2f11jfvATYvyE2FtBrM1ygpggPLzH5FiZPqCIkxr++ww9oPID8DrB4Q1r5292soWg6A2z4HDx/Y/RN8fTfYSxjWIZwOEYHkFJbwycoD7o5SREREREREGjklTkREpHryMyB1t9mPLp84+WyVqTYZ0705wb6ep14pcn6EtoYH15uZIdXh4W2qIAASV1f/dQ6vh8Js8A2FiG41j9PF1a5r5dtmG9YBPLxqf7+GIu4SuHmaSVpt/xa2zcJisfC7oWZu0v9+PUB+UYmbgxQREREREZHGTIkTERGpniMbAAeExIJ/WOnhzPwivt98BIDb+lcwFF6kPovpb7aJVc85KcfVpivuktNm/dRIxzFmm59hthdym65TtRsBFz1i9te8D8BV3ZvTIsSX4zmFfLE20Y3BiYiIiIiISGOnxImIiFRPaZuu8vNNvt1wmPwiO+3CA+gT28QNgYmchdI5JzWoONm/xGxbX3p2rx3e2SQiXRpT4gSgz29Me7KEFZC0FQ+blXsvMbNO3lkSr6oTERERERERcRslTkREpHoOrzfbk9p0ORwOpq82T4ZrKLw0SK7EScr2ssqPqhRklyVZajvfxMViKWvXBRDR9ezu19AENS97/2v+C8BNfWOICPLmcHoeHy0/4L7YREREREREpFFT4kRERM7M4YDDpw+G33wogx1HM/HysDK2t4bCSwMUEA5N4gAHHFpz5vUJK8BeBMEtndedJVe7Lmh8FScA/e8x280zIS8dXy8bfxzZAYA3F+7leHaBG4MTERERERGRxkqJExERObOso5CdDBYbNO9eeviTlQcBuLJrJCF+jWCotVyYatKuyzXfpPWlpmLkbLUcCJ2vhR63QWDk2d+voYkdAs06QVEubPoMgHG9o+kSFURWQTGvL9jj5gBFRERERESkMVLiREREzuzYLrNt2gY8fQFIyynku01mKPzEwa3cFJhIHajJgPh413yToXXz2lYb3PQxXD+lbhIxDY3FAv3vNvtr3ge7HavVwhNjOgEwbVUCe1Oy3BigiIiIiIiINEZKnIiIyJml7jbbsPalh2asSaSw2E63FsH0iglxT1widcFVcXJoLdirGEiefQySt5j9uLMcDC9lut8MXoFwfC/ELwJgcJswLu8cQYndwT9/2OnmAEVERERERKSxUeJERETOrDRx0g6AEruDT51tuiYOitVQeGnYwjuZD+4Ls82Q+MocWGq2EV0hoNn5ia0x8A6Enrea/TXvlx5+/IqOeFgtLNyZwrI9qW4KTkRERERERBojJU5EROTMXK26wszQ5gU7kjmcnkcTP0+u7hHlxsBE6oDVBtF9zX5V7bpc801UbVL3+jnbde3+CdITAGjdLIAJg2IB+Puc7ZTYHe6KTkRERERERBoZJU5EROTMUp0Dmp2tuj5eYapNbu7XEh9Pm7uiEqk71RkQX9fzTaRMsw4mIeWww9oPSw8/NLwdQT4e7EzK4st1iW4MUERERERERBoTJU5ERKRq+RmQnWT2w9qyNyWLZXtTsVpg/ICW7o1NpK6caUB82n5IPwhWD4gdfP7iakz632O26z+GonwAQvy8eHC4aRH40s+7yS4odld0IiIiIiIi0ogocSIiIlVzVZsENgefYD5xVpsM7xRBTKifGwMTqUPRfQELnDgAWcmnn3e16YruB94B5zGwRqT9FRAUDbnHYfs3pYcnDmpFq6Z+HMsq4L9L490Xn4iIiIiIiDQaSpyIiEjVThoMn5VfxJfrDgFwx6BW7otJpK75BEN4Z7N/atVJYQ6s/8jsa77JuWPzgL53mv1lr0LOcQC8PKz8cZSZrzR1+QFVnYiIiIiIiMg5p8SJiIhUrTRx0p5ZGw6TU1hC62b+DGnb1L1xidS1lq45JyclTooL4PPxcGSDSa70uMU9sTUWve8E3yZwbCd8MAKO7wPgiq7NaR3mT0ZeEZ+vTnBvjCIiIiIiInLBU+JERESqdswkThxh7flo+QHAVJtYLBY3BiVyDpw6IL6kGL78LcQvAk9/GP8lhMa5L77GIKAZ/OYnCG4JafHw/ghIWInNauG+S1sD8N9f4ikoLnFzoCIiIiIiInIhU+KksZnzKLzeAw6tc3ckItJQOCtOthVGsu9YDv5eNsb2buHmoETOAdeA+KMboTAXvv097JwNNm+4dXrZeTm3wjvC3fMhqhfkpcFH18DWr7iuVwsigrxJzizgmw2H3R2liIiIiIiIXMCUOGlsThw0g2+PrHd3JCLSEJQUwYn9AHy8xwuAcX2iCfTxdGdUIudGkzjwbwYlhTD9Jtg8Ayw2uOkjaD3U3dE1LoERcOcc6DAGSgrgy9/ivfIN7rnIVPy8sySeErvDzUGKiIiIiIjIhUqJk8YmqpfZHtno1jBEpIFIiwd7MXZPf77cY1rjTBwU6+agRM4Ri6WsXdeBXwALjH0POlzh1rAaLS9/uPkTGPA78/38p5lgn0Wwryf7U3OYuy3JvfGJiIiIiIjIBUuJk8amRW+zVcWJiFSHs01XkldL7A4LF7UNo214oJuDEjmHTm7HdfVr0O0Gt4UigNUGV/wLLn8WAO9fXuChXjYA3l68F4dDVSciIiIiIiJS95Q4aWya9zTbYzuhMMetoYhIA+BMnKzLCQPgN0NauTEYkfOg+y0Qdylc/Qb0udPd0YjL4AdNu7SSAiakvYGvp5WthzNZtjfV3ZGJiIiIiIjIBUiJk8YmqDkENgeHHZK2uDsaEanvjpnEyY6i5rRq6sewDuFuDkjkHAuMgDu+gz53uDsSOZnFAmNeAZs3ngcW82zbPQC8vWifmwMTERERERGRC5ESJ41R6ZyTDe6NQ0TqPYez4mSfI4o7B7fCarW4OSIRabSatoGLHgFgbMqbhFjzWBF/nA0JJ9wcmIiIiIiIiFxolDhpjKKcc04Oa86JiFTB4aAkZRcASZ4tuaFvjJsDEpFG76JHILQ1tpxk3oj8AYApi1V1IiIiIiIiInVLiZPGSBUnIlIdWUfxKM6h2GGlf5++BHh7uDsiEWnsPH1gzMsAXHxiFl0t8fy8PZm9KVluDkxEREREREQuJEqcNEZRPc32+B7Iz3RrKCJSfx3euwmABEcEE4a0c3M0IiJObS6DruOwOOy8GfQJVuxMWRzv7qhERERERETkAqLESWPkHwbBLc3+0Y1uDUVE6q/161YBkBkQR8umfm6ORkTkJKP+Cd5BtCrYxW22BXy78TCH0/PcHZWIiIg0Vqvegzl/hJLiM69N2QGzH4HjajcqIlKfKXHSWLVQuy4RqVxGbhGZidsBaBbXzc3RiIicIjASLnsSgL96zSDQnsF/l6rqRERERNwg4zD89GdY81/YO+/M6+c9BWs/hP9dCal7z318IiJSK0qcNFaacyIiVfh8TQKxjkMARLXt7uZoREQq0O8uaNYJP0cuI2zr+XxNAmk5he6OSkRERBqb9R+Dw272t35V9drcNNi30OxnJ8FHV6nyRESknlLipLFS4kREKlFcYuej5Qdoaz0CgCWsg5sjEhGpgNUGHccAMMZ/F/lFdqb+ut/NQYmIiEijUlJsEicuu36EwtzK1+/4DuzFENYemnWCrKMwVckTEZH6qEaJk+eff55+/foRGBhIeHg41113Hbt27Tpt3YoVK7jsssvw9/cnKCiISy65hLy8sr7TaWlpjB8/nqCgIEJCQrjrrrvIzs4ud4/Nmzdz8cUX4+PjQ0xMDC+88EIt36JUqHlPsz1xwDzxICLi9PP2ZDIz0oi0nDAHwjQYXkTqqTaXATDIsgULdj5acZDsgmr0FhcRERGpC3vmQtYR8HPOki3Mhj0/V75+y5dm2/M2uON7aNbRXK/kiYhIvVOjxMmSJUuYNGkSK1euZN68eRQVFTFy5EhycnJK16xYsYLRo0czcuRIVq9ezZo1a5g8eTJWa9lLjR8/nm3btjFv3jxmz57N0qVLuffee0vPZ2ZmMnLkSGJjY1m3bh0vvvgiTz/9NO+9914dvGUBwDcEQtuYfVWdiIjT3pRs/jFnB60tR82BgAjz94WISH0U3Q88/fEuSOPyJsfIyCvis1UJ7o5KREREGou1H5ptr/HQdazZr6xdV1YSHFhm9ruMhYBmJnkS1sEkTz66GtI0s01EpL7wqMnin376qdz3U6dOJTw8nHXr1nHJJZcA8Mgjj/Dggw/yl7/8pXRdhw5lbV527NjBTz/9xJo1a+jbty8A//nPf7jyyit56aWXiIqKYtq0aRQWFvLhhx/i5eVFly5d2LhxI6+88kq5BIucpahekLbPJE7aDnd3NCLiZusOpnHXR2tJzy3iquBUKMCUkIuI1FceXhB3Mez+iUmxCfx8IoL3l8UzcXAs3h42d0cnIiIiF7ITB2DvArPf504oyIZfXzMVJwVZ4B1Yfv22bwCHefCjSaw5FhBukicfXQWpu+Gja+B3v4JP8Hl7GyIiUrGzmnGSkZEBQGhoKAApKSmsWrWK8PBwBg8eTEREBJdeeinLli0rvWbFihWEhISUJk0ARowYgdVqZdWqVaVrLrnkEry8vErXjBo1il27dnHixIkKYykoKCAzM7Pcl5yB5pyIiNPP25K47b+rSM8tomdMCA/3dJ5Qmy4Rqe9aDwOgW/56IoK8Sc4sYNb6w24OSkRERC546z4CHKZ1aGhriOwGTdtCcb6ZdXIqVyVK13HljwdGwB2zISQWMhJh5ZRzHrqIiJxZrRMndrudhx9+mCFDhtC1a1cA4uNNSeHTTz/NPffcw08//UTv3r0ZPnw4e/bsASApKYnw8PBy9/Lw8CA0NJSkpKTSNREREeXWuL53rTnV888/T3BwcOlXTExMbd9a49Git9kqcSLSqE1bdZD7P11HQbGd4R3DmX7PAHwznP11NRheROq7NiZxYk1cyf2DowB4d2k8JXaHO6MSERGRC1lxIWz4xOz3+Y3ZWixlSZGtX5dff+IgHFoNWKDzdaffLzACRvyf2V/xFuRV/NCwiIicP7VOnEyaNImtW7fy+eeflx6z2+0A3HffffzmN7+hV69evPrqq3To0IEPP/zw7KOtwuOPP05GRkbpV2Ji4jl9vQtCZHfAApmHISvZ3dGIyHnmcDh4+eddPDFrK3YH3NIvhncn9MHPy8OUiYMqTkSk/gtrD0EtoKSAWyIOE+zryf7UHOZuq/hhGxEREZGztnM25ByDgEjocEXZ8S7OOSd755dPfmybZbatLoKg5hXfs/P1EN4ZCjJN8kRERNyqVomTyZMnM3v2bBYtWkR0dHTp8ebNzV/+nTt3Lre+U6dOJCSYQZ2RkZGkpKSUO19cXExaWhqRkZGla5KTy3+Q7/reteZU3t7eBAUFlfuSM/AOgGbOp8mPbnRrKCJy/r2+YA//WbgXgIdHtOP5sd3wsFmhpKhsKKFmnIhIfWexlLbr8k1YzB2DWwHw0txdpGYXuDEwERERuWCt+5/Z9p4INs+y4+EdIbwL2Itgx+yy45W16TqZ1QpDHzf7K6dAblrdxiwiIjVSo8SJw+Fg8uTJzJo1i4ULFxIXF1fufKtWrYiKimLXrl3lju/evZvYWDP4atCgQaSnp7Nu3brS8wsXLsRutzNgwIDSNUuXLqWoqKh0zbx58+jQoQNNmjSp2TuUqmnOiUij9OOWo7w237RQfPbaLjw8oj0Wi8WcTNsP9mLw9DdPcYuI1HfOdl3EL+Y3g1vRLNCb+NQcbn53BUkZ+e6NTURERC4sqXtg/1KwWE3i5FRdrzfbbV+XrU/aDFYP6HRN1ffueJWZlVKYDb++Xrdxi4hIjdQocTJp0iQ+/fRTpk+fTmBgIElJSSQlJZGXlweAxWLhscce44033uDLL79k7969PPnkk+zcuZO77roLMNUno0eP5p577mH16tX8+uuvTJ48mVtuuYWoKNOX+rbbbsPLy4u77rqLbdu2MWPGDF5//XX+8Ic/1PHbF6Kcc04Or3dvHCJy3uw4mskfZm4C4LdD4pg4qFX5BaVtutqap55EROq71kPNNnkrTewnmHHvQJoH+7DvWA43vbuCxLRct4YnIiIiF5B1U8223UgIqWC+rqtdV/wSyEktm3fSehj4N6363lYrDHvC7K9+D7KP1UnIIiJSczX6RGzKlClkZGQwdOhQmjdvXvo1Y8aM0jUPP/wwjz/+OI888gg9evRgwYIFzJs3jzZt2pSumTZtGh07dmT48OFceeWVXHTRRbz33nul54ODg/n555/Zv38/ffr04dFHH+Wpp57i3nvvrYO3LOWcXHHi0BBVkQtdWk4h93y8lryiEi5uF8Zfr+x4+qLSxInadIlIA+Ef5pzdBsQvpnWzAGbeN4iWoX4kpOVy87sr2J+a494YRUREpOEryoeN08x+399WvKZpG2jeExwlsP0b2PqlOV5Vm66TtR9tHnItyoVfXzvLgEVEpLYsDseF+Wl5ZmYmwcHBZGRkaN5JVYry4J8tzD/oj2yHYLXlEblQFZXYmfDBKlbGpxHb1I9vJw0hxM/r9IWz7odNn8Gwv8Glj53/QEVEamPeU6alRY9b4fp3AEjKyGf8+yvZdyyHsABvpt09gA6RgW4OVERERBqsDdPg299DcAw8tAmstorX/foGzHvSrMtIBJs3PLYHfIKr9zp75sO0ceDhY14nsOJ5vyIiUnPVzRuoB0tj5+kL4Z3NvuaciFzQnv1+Oyvj0wjw9uD9iX0rTprsmF1WSh7R+fwGKCJyNtpcZrb7FpVW0UYG+zDjvkF0ah5EanYBt7y3gu1HMt0YpIiIiDRYJw7A3L+a/T53Vp40AejinHOSkWi27S6vftIEoO1wiO4Pxfmw7NXaRCsiImdJiROBFq52XZpzInKhmr4qgU9WHsRigddu7km7iAqeuF7/CcycACUF0GEMtBt1/gMVEamtmIHmqczsJEjZUXo4LMCbz+4ZQI+YEE7kFnHPx2s5kVPoxkBFRESkwSnKgxkTID8dWvSBwQ9UvT4kBmIGlH1f3TZdLhYLDHMmadb+DzIO1+x6ERE5a0qcSPk5JyJywdl8KJ3/+24rAH8c2YERnSNOX7TsNfhuMjjs0Ot2uOljsHmc30BFRM6Gpw/EDjb78YvKnQrx8+Lj3/Yntqkfh9PzeGjGRkrsF2S3WhERETkXfvgjJG0Gv6Zw40fg4X3ma1zJEk9/aF+Lh9JaD4XYIebBtmWv1Px6ERE5K/pUTMoSJ4lrTPLE9b2INHjZBcU8+NkGikocjO4Sye+Htim/wOEwvXeX/8d8P+QhGPGMecJJRKShaXMZ7FtovgZNKncq2NeTd27vw/Vv/8rS3cd4bf5uHh3ZwU2BioiISIOx7iPY8ClYrDDuA1NNchK73cG01Qks3X2M/KIScgtLyCsswVoYzZ8tfVln6cWi9zYQ5OtJsK8nIX6eNPHzolVTf9qEB9CmmT+BPp6nv67FApc8Bp/8Clu+gNH/AlsF60RE5JxQ4kQgoiuEd4GUbfDBSBj9PPS9Sx+cipxvK96C1e/BxG+hSas6ueVT327lwPFcWoT48u9x3bGc/Oe6pBi+fxA2TjPfX/6sSZyIiDRUrYeZ7YFfobjgtKdBOzUP4l9ju/PwjI38Z+FeekSHVFyFJyIiIgLm4dIfHjP7l/0N2gwrdzojt4hHv9jE/B3JFV4+gT9AHpCZUeXLRAb50DY8gObBPnjYrHhYLdisFjwsYTzi0QT//BMU7luKV/vhdfGuRESkGpQ4EfPEwm9+gG8nwc7ZMOdRSFgJV70G3gHujk6kccg4BPOfhpJC2PkDDPr9Wd9y1oZDfL3+MFYLvH5LT4L9Tnk6ae0HJmliscE1b5gWXSIiDVlEF/APh5wU87NM60tPW3JdrxZsTExn6vIDPDJzI99PvohWYf5uCFZERETqtdw0mDHROQPyShjySLnTWw9n8Ltp60hMy8PLw8rkYW1pGeqHj6cNXy8bvp42fDytFBTbSc8tIiOv7Cs1u4D4Y9nsTckhNbuApMx8kjLzKwyjjUdPbvVYxFfT3mVjt2Zc16sFA+JCsVrP88Ou+3+Bpm0gKOr8vq6IiJsocSKGbwjc/CmseBPm/Z8pAz262cw5CO/o7uhELnxLXjBJE4Dje8/6dgdSc/jbLDPX5OER7enbKrT8ArsdVr1j9kf+XUkTEbkwWCzmSdDNM8yckwoSJwB/vbITWw9nsPbgCe7/dB1f/34wfl5n8WNxYS4U54Nf6JnXioiISP1nt8PX90BGAoS2huumgNWMCXY4HMxYk8hT322jsNhOdBNf3rm9D11bBNfqpTJyi9h7LJt9Kdkcyy7AbndQbHdQYndQ4nBQnHIlxC9iKGv469qDzFibSFSwD9f2asH1vVrQPiKwLt95xbbNgi/uBK9AuPJF6HGLupSIyAXP4nA4LsjJmJmZmQQHB5ORkUFQUJC7w2lYDq6AL38DWUfB0w/GfwGtLnJ3VCIXruP74M1+4Cgx38ddCnd8V+vbFRbbueGd5Ww+lEH/uFA+u2cgtlOfRtozH6aNA+9g+MN2VZeJyIVj42fwzf3QvAfct7TSZcmZ+Vz1n2Ucyyrg2p5RvHpTz9o9uelwwIejIXkbTFoFwS3OIngRERGpF3bMhhnjwcMX7p4PkV0ByC8q4W/fbOXLdYcAGN4xnFduqqC6vy4V5eN4sQ2Wwmzeavse7+wNISu/uPR05+ZBXN+rBdf2jCI8yKf6903eBus/MXNU/JtWvfbDKyBhedn3XcbCVa+Ab5MavhkREferbt7Aeh5jkoYidhDc9wu0uhiKcmHlFHdHJHJhW/y8SZoEO4cMHt93Vrd7+eddbD6UQYifJ6/f0vP0pAmYWSoAvcYraSIiF5Y2l5nt0U2QebTSZRFBPrx1W29sVgvfbjzCpOnrySkornR9pY6sh8SVUJhlhtKLiIhIw7fmfbMdeH9p0sThcPDQ5xv4ct0hrBZ4bFQH/jux77lNmgB4+mBpOwKASc13seaJEUwZ35uRnSPwtFnYfjSTf/ywg4HPL2DCB6v4eMUBlu1JJTEtlxJ7Fc9Kz3sKVk2BBc9U/fopO03SxGKDwQ+a7bavYcpFcGBZHb5REZH6RYkTqVhAMxjonLGQcci9sYhcyJK3w5Yvzf41/zHbzEOm7UstLN19jHeXxgPw73HdaR7se/qitHjY87PZ73d3rV5HRKTeCoyAFn3N/q4fqlzaPy6UF2/ojqfNwo9bkxg3ZTmJaTX8+3fj9LL9hJU1DFZERETqneP7TMtPLNDnN6WHpyzZx9xtyXjZrHz02/5MGtb2/M0Z6XS12e6YjY+njSu6Nee9iX1Z/dcR/P26rvSNbYLdAb/sSeWpb7dx+weruPiFRXR88keGvbSYO/+3mplrE7G7EinFhabbCMCmzyCr4uH2AKybarbtR8PI5+CueaZ9WeYhmHqVc1ZnLR4+ERGp55Q4kcoFNTfbrCT3xiFyIVv0D8ABna8zffldpc5p8TW+VX5RCY9/vQWACQNjGdUlsuKFaz4wr9l2hBnuJyJyoek4xmzPkDgBGNs7ms/uGUhYgDc7k7K45s1lLN+XWr3XKcovS35D+RYWIiIi0jCt/dBs210OTWIB+GXPMV6auwuAZ67twsXtmp3fmNpdDlZPSN0FqXtKDzfx9+L2gbF8+bvBLH1sGI9e3p7hHcNpGx6Al81KUYmD/ak5LN51jD99uZnr3v6V9QknTMVsUY65SUlh2fzLUxXlwSbnQyJ9f2u20X1Ml5JeEwAHLHsVlr5w7t67iIibKHEilQuMMtucFD09IHIuHFoHO2eDxQrDnjDHmrY121oMiP9g2X4Op+fRPNiHx6/sWPGiwlzY8InZ739vLYIWEWkAXImT+CWQn3nG5X1bhfLd5CF0axHMidwiJnywmo9XHOCMowB3/wj56eAfDlhM0ruqJzZFRESkfivKg43TzH7fuwA4dCKXBz/bgN0BN/eN4db+Lc9/XD7BEHex2d85p8IlLZv68cDwdnxwZz/m/+FSdj43muV/uYzp9wzgsVEdCPT2YPOhDMa+vZwfv59pLgpwPmy39gMoyDr9pttmQX4GhLQsa4cKpt3ztW/C1W+Y7395BY7tqqM3KyJSPyhxIpXzDzO9Kx12yNaHACJ1buFzZtv9FmjW3uzXMnGSkpnP24vMNX8e3RE/L4+KF275wvzg26SVqTgREbkQhbWH0DZgL4K986t1SVSIL1/cP4hre0ZRYnfw1LfbeOzLzVXPPXG16eo9ASK6mP2EFWcZvIiIiLjNtm8g7wQEt4R2l5NfVMLvPl3PidwiukcH88y1XdwXW8erzHbn7Gott1otRIX4MrhNGJOGtWXBHy/lhj7RAIQkmZ9XlkX9BkdoW/P/iOs/Pv0ma/9ntr3vAGsFHyH2ngjtRpmfub5/GOz2mr4rEZF6S4kTqZzVBoHOpw+yKh+uKiK1sP8X0zfX6glD/1x23NU6qzoD4k96Evqln3eRU1hCj5gQrukRVfn61f81+/3uNn/GRUQuRBYLdLzS7FejXZeLj6eN127uyeNXdMRigS/XHWLMG7+wMTH99MVZSWVJmR63QctBZl9zTkRERBqutR+YbZ87cFisPPXtVrYcziDU34spt/fBx9ON/w/VwfmzzaE1tWqpHh7ow0s39mDWvb3pa9sNwJNbwviv3ZmQWfEWlBSVXZC0FQ6tBquHsy1XBSwWGPMSePqZlqWu7gYiIhcAJU6kaoHOOSeZR9wbh0hDVVwIJw6ar/QESE+EjENl1SZ97jDVHy7VrTg5sgH+FQvfP8TWxFS+WHcIgKeu6lz5gMKElZC8BTx8oef4s3tfIiL1XQdnu649P5f/EOAMLBYL913ahul3DyQq2IcDx3MZN2U5byzYQ3HJSU9Rbp5hqnJjBkBYW4h1JU4050RERKRBOrrJJCWsntB7Ip+tTmTm2kNYLfCfW3vRIsTXvfEFNYcWfc1+DR4MOVUvduFJMbk+4SR7tuDlpJ6k0gQyD8PWr8oWrnNWm3QcA4ERld8wpGVZ6+l5T0J2Sq1jExGpT5Q4kappQLxI7dlLYMpgeL27+XqtG7zWFV7tAomrwMMHLv5j+WuqmzjZ/i0UZMC6qZR8ciN+jjyu7hFFn9gmlV+z+j2z7X4j+IXW/n2JiDQEMf3BL8y0njj4a40vH9SmKT8+dAlXdW9Oid3BK/N2c8t7K0lMyzUVfK42XT1vM1tXxUnSlmrNVREREZF6Zo2z2qTT1WzL9Obp77YB8NiojgxpG+bGwE7SyVkdsqN67boqtH8pAH7tL2PW7y+iedMQPiwaCUD6/JfNzzmFObDZOQelz2/OfM8B90PzHubnrp8er31sIiL1iBInUjXXgPgsVZyI1FjmETi+x+x7+JpEiYcP2LxNKfOwv5YlJ11CW5ttXhrkplV+7yMbS3d7FK5npvdzPH5xSBWxHIUd35l9DYUXkcbAaoMOo83+zto9lRns58l/bu3Fqzf3INDbg7UHT3DF67+w6tcFcGyn+Tu9y/VmcVAUhMSaKpRDa2r+YsWFUFLFPBURERE5d/IzzDxIoKj3b3l05iYKS+xc3jmC+y9t7ebgTuKac7J/qYm5NpyJE+IuoUNkIN9OvoiE1reQ7fAhJGs3n3z6AcWbv4SCTGgSB3GXnvmeNg+4+nWwWGHrl7CnejPmRETqMyVOpGquD3UzNeNEpMYyTPssmrSCvyXB35LN15Mp8MRRGPLQ6dd4+UNQC7Nf2ZwThwOObgTgJa/fccwRRBfLAaK+uAaO7ar4mnX/A3sxtBwMkd3O6m2JiDQYrnZdu34oNxeqJiwWC9f3iuaHhy6mX6smZBcUs3vuu+Zkp6vBJ7hscemckzMMiHc4zN/xm2bAD3+C/14Gz7eAVzpWnTQXERGRc2PTDCjKhWYdeWNvM3YmZRHq78XzY7thsVTSCtkdwtpBWHszjH3PvJpfn58Jh9eb/biLAQj29eSN3wxjV4uxALTZ/QEH5/7HrOlzZ8VD4SsS1ctUngDMecRUrYiINGBKnEjVXDNOVHEiUnOuxElwTM2uKx0QX0m7rvSDkHeCEosH72UO5B7P57E3aQMZCfDBSPMD9IFlsOZ984Hcx9fCcucPvv3vqd17ERFpiFoPNRV/GYmmhdZZiAn147N7BjKuexhXW03rr6X+I8sviq3GgPjdP8MLreE/vWHWvbD6XTi8DkoKIecYxC86qzhFRESkhhyO0qHwh9vcwttL4gH4x3VdCQvwdmdkFXNVneysRbuuhBXgKDGVJCEtSw9brRb63PwEdosHg23baVO0h2I8KOlRw9mYw54w//+bngCL/1Xz+ERE6hElTqRqgao4Eam1jESzDY6u2XVnmnPibNO1096SQjy5bfSlWO+eB9H9IT8dpt0AU8fAnEfNB3Lxi83TU03bmqejRUQaCy8/aHOZ2d8556xv52Gz8kL3o4RYcjjiCOXOxb58svJg2QJXxcmhNab11qkcDpj3lGnHaPM2f28P/D2M+wC632LWHDxDtYqIiIjUztHNsOA5WDnFPGx2fJ9pk3lwORzbicPTj99v60CJ3cHVPaK4olvzM9/THVyJkz3zoLigZtee1KbrNMHRWLvdUPrtDyX9+OeSYzW7v3cAXPmS2V/xlgbFi0iD5uHuAKSeC3LNOFHiRKTGSitO6jZx4jiyAQuwqaQVXaKCuKF3NFgtcMd38N0DsO0b82e3WQfzFebcRnYDm2et346ISIPU8UrYNcd8DTv7YaW2TWYo/N7Iq7AftPLkN1vJLyzhnktam9YZvqEmMXJ0E8T0K3/x3gVwbAd4BcAjW8G3yUk39oLNn5sPb0RERKTupMXDwn+Y2RunsnqApz8Am0JGsCnRQViAN89e0+U8B1kDUb3MQ65ZR2HFmzD4ITNjpDr2LzHbihInAEMeND+PANNLhrNy2X5ahvpxx+BW1Y+vw2iI6g1H1sOO76HfXdW/VkSkHlHFiVTNVXFSmA0FWe6NRaShOevEScUzTpJ2mhYw22jNv8d1x2p19tz19IVx78PfUuDhzTD+Cxj5d+g9AWL6m/MiIo1N+9FmUGnSFtM24mxkJcFeM+z04hsf5PdDTWvFf/ywgzcW7AGL5aQ5JxUkQFY42yb2nlg+aQIQO9hsU7ZpzomIiEhdyEo2Vfhv9itLmnQYY6rww7uAh4+ZA1mQgcNi5YnDAwF4fmw3mvh7uTHwM7BaocetZn/BszBlEOyYfeZ5brlpZa1LK0ucRHSBK16AYU9wyeXXAfDM99tYsCO5ZjF2vsZsd3xXs+tEROoRVZxI1bwDwDsICjJNu65mge6OSKThONvESdo+sNvLDePbk5RJs9QtYIE+gy6ja4vg06+v7vA+EZHGwD8MYgaaRMauH2HAfdW/Nu+EGaB6eB0cWguH15q+4DEDsIS140+jwc/Lxks/7+aVebuJDPbhpthBprrl4AoY8lDZvZK2mtaJFmvZ4NRT4wzrAKm7zIyUjlee9VsXERFptH55GZa+ZFoWA7QdAcP/D5p3L1tjt0PmYQqSd/PgN/vZltecsb1bcHnnCPfEXBPD/goB4bDkBUjdDTPGQ8wAuPxZaDmw4msO/GK2zTqZayvj/Fnpdw4HCWl5fL4mkcnTNzDzvkF0i67g/z8r0ukamP807P/FJGz8Qqv/3kRE6gl9uiZnpgHxIrVT2+HwIS1NyXhRbrk2eflFJfxj2k+EWHIowpPrRo6ow2BFRC5griREdeacFBfA+k9gykXw71bw6VhY9A/YMxdyj5unU4c8XLp88mXteGh4OwCe/GYr8X7OD2QSV5oPZFxWvGW2na+FJrEVv7ZruPzBX6v/3kRERKS8gytMJUZRLkT3gztmw+1flU+aAFitOIKj+fuOCOaeaE5EkDf/d1U9btF1MpsnDPwdPLQRLv4jePhC4ir4cBTMvAOK8k6/pqr5JhWwWCw8d11XLm4XRl5RCb/9aA2HTuRWL76mbSCim3ngpA7mzImIuIMSJ3JmgZFmqwHxItWXnwEFGWY/qEXNrrV5QpNWZv+kOSf/+nEn/sedpdURXbB6ep99nCIijUEHZ+Lk4K+Ql17xmrx0+OUVeK07fDcZkp1/3zaJg243wuh/w90L4C8Jp1WDPDS8HcM6NKOg2M5dcwtxePqZapXUXWZB5lHY8oXZH/RA5XHGDnHGqTknIiIiteZKEHS8Cu6aB3EXV7jM4XDw3OwdfLLyIAD/GtedYL8GNhPSJxiGPwkPboA+d4LFBtu/McmTkqLya2uYOAHwtFl5a3xvOkQEciyrgCte/4X3lu6joLjkzBd3vtZs1a5LRBooJU7kzEoHxKviRKTaMg6brW8T0/Kupk4ZEL9gRzJTlx+gm3U/AJ7RveoiShGRxqFpG2jW0fQx/+JO+OFPsOh5WPUubP4C5j4Br3aBBc9AdhIERsHlz8Ef95onOce9DwPvh+i+4HF60tpqtfDqzT2JbuLL/hOF7LR1MCcSVpjt6vfAXmTmn0T3qTxO15yTo5ugILtOfwlEREQaDVflZpthZv5YBUrsDv7y1RY+/NX8/9Uz13RhWIcq2lfVd0HN4erX4Y7vTXXsnrkw636wOxMcmUdNSy8s0GpIzW7t48n/ftOPLlFBZOUX888fdjLilSXM2XwUR1VzVVxzTvYtqvzBFRGRekyJEzmz0lZdSe6NQ6Qhqe18E5eTBsSnZObz2JebARjZxFn5FaXEiYhIjXS53mzjF8Hqd2HJv+DHP8HXd8OKN6Ew2/T8vm4KPLQJhjwIAc2qffsQPy+mjO+Dl4eVn7PjzMGDK6AwB9Z+aL4fNKnqmwRHm3aNjhI4tLoWb1JERKSRKy6EROe/obEVJwgKi+08+PkGZqxNxGqBl27swR2DW52/GM+lVkPgpk9M6+etX8IPfzRD413zTZr3MA/31VBUiC/fTb6IF27oTnigN4lpeUyavp4b3lnB+oQTFV/UrIOZ32Yvgt1zz+JNiYi4h4bDy5m5Kk4yVXEiUm0ZiWZb0/kmLk3bAOA4vpc/zNxEWk4hnSMDicvfY85H9Tz7GEVEGpMhD5ukdNZR00YrNw3y0szWKwD6/hbaXV7pk6nV0S06mGev6cL335iKk/z4X/HZMA3y003Lrw7VGPgeOwTSE0y7rjaX1ToWERGRRunoRijOA7+mptr0FPlFJfzu03Us2nUMT5uFN27pxRXdmp//OM+l9iNh7Hvw5V3m4Q2fEMhJMedq0KbrVDarhZv6xnBV9+a8tzSed5fEs+7gCca+vZyxvVvw+BWdaBZ4SmVu52th6QumXVePm2v/nkRE3ECJEzmz0ooTzTgRqbY6qjjJOryDZWmp+HhaeXtMKJZpGWDzNk9Fi4hI9Xn6QLcbzvnL3Nwvhi3xl1K849/45BymZMkL2MBUm1htZ75By0Gw6TPNOREREakNV5uuloNOexgiu6CYuz9aw8r4NHw8rbxzex+GNuT2XFXpOg7yM2H2w7DsFbB5meNxl571rf28PHh4RHtu7d+Sl+bu4sv1h/h6/WHmbU/mjyM7cPvAWGxW569952tM4mTvfNOGtDZtrEVE3EStuuTMgpyJEw2HF6m+Okqc+OUcwoNi/jK6I60KnEOGI7qAh1cdBCkiInXNYrHw5Lj+xHuYykFb7jEcPiHQ87bq3cDVVuTQWijKPzdBioiIXKgOOBMnFbTpemLWFlbGpxHg7cHHvx1w4SZNXPr+BkY8Y/ZLCk37rpYD6+z2EUE+vHhjD77+3WC6tjDzT/7vu21c8+aysvZdEV0htDUU58Oen+vstUVEzgclTuTMXBUn2cllg8UqsmEa7JxzfmISqe/OMnFi948k3+KNh8XOmJhCJg5qBUc2mpOabyIiUq/5eNqI7Da09PuNEdeDl3/1Lm7aBvzDoaQAjqw/NwGKiIhciOwlkLDS7J8yAH3BjmS+3XgEqwU++m0/+seFuiFAN7joYbjoEbPf6qJzUvHRq2UTvp10Ec9d15UgHw+2Hclk7NvL+ctXm8nIL4ZOziHx27+t89cWETmXlDiRM/MPB4vVDCrNTql4zYkD8O3v4Ys7oSjvfEYnUj+VJk5qN+Nk+ppE9pVEAvDEAE+sVgsc2WBOar6JiEi9F9Te9BAvdNh4YF8/9iRnVe9CiwViB5t9V7sRERERObOkLVCYBd7BptLBKTO/iCdmbQXgnkta0ye2kSRNXIb/H9z5A4x9/5y9hM1qYcLAWBb+cSg39jEPD36+JpHLX1nCKt+LzaI986Aw95zFICJS15Q4kTOzeUBAhNmvbM7J0U1mW1IIydvOT1wi9ZW9BDIPm/1aVJwkpuXy/A872O8w1V7hhYfAboejm80CVZyIiNR/7Ufh6H4znzWdxKHiEB79YhNFJfbqXetqL6I5JyIiItVXOt9kYLm5Ys//sIOkzHziwvx5ZER7NwXnRhaLqcAJaHbOXyoswJsXb+zBF/cPonWYPylZBdw8O5/jHhFQlAP7FpzzGERE6ooSJ1I9ZxoQn7S1bN/1VLxIY5WVZCq0rCclHavJ4XDw5682k1NYQkFQnDl4fC+c2A8FrsHwHc9B0CIiUqc8vLGMfY/Rdz5BsK8nmw9lMGXxvupdGzvIbBNXQ0nxuYtRRETkQuJ64MBVuQks35vKZ6sTAfjX2G74eNoqulLqWL9Wofzw0MXcf2kbrBYLs/J7A3Bo+QwcDoeboxMRqR4lTqR6gqLMNvNIxeeTT0qcHN14zsMRqddcbbqCoso96VQd01cnsHzfcXw8rVwyyPnB2fG9ZQnJyK5g86zDYEVE5FyKCPLh2Wu7APDGgj1sPZxx5ovCO4NPMBRmQ9LmcxyhiIjIBcBuPylxYio3cwuL+fPX5t/RCQNjGdC6qbuia5R8PG385YqOfDNpCNtChgEQlDCfx2eupcSu5ImI1H9KnEj11KjiZNO5j0ekPsswTzTVdL7JoRO5/HPODgD+NKojzVqZD9o4vq8sIak2XSIiDc41PaK4omskxXYHj87cREFxSdUXWG3Q0pk8V7suERGRMzu2E/LSwNOvdCbkS3N3k5iWR1SwD3++QlX77tI9OoR/P3QX2V7NCLLkkbxpLn/8YpOSJyJS7ylxItUTaIZUk1lB4iQvHTISyr4/tgOK8stOF5aQU6A2E9KIlA6Gr9l8kye/2UpOYQn9WjXhzsGtILS1OZF1BA44+/U271lnYYqIyPlhsVj4+3Vdaervxa7kLF6bv+fMF5UOiFfiRERE5Ixc801i+oPNk/UJJ/jf8v0A/HNsNwK8PdwYnHh5ehDQ83oArrStZtaGwzw6c6OSJyJSrylxItXjatVVUcWJaxh8UDT4NQV7cemxj1ccYODzC/h4xcHzFKhIPVCLxMmiXSks2nUMT5uFf43rjtVqAb9Q82cK4Mh6s1XFiYhIg9Q0wJt/ju0GwLtL9rE+4UTVF7gGxCcsN+1HREREpHKuxEnsEAqKS/jzl5txOGBs7xYM7RDu3tjEaHs5AFeEHMLDauGbjUf4w8yNFJfo5xwRqZ+UOJHqqapVl2u+SWTXsqfhj5p5DD6eNjLyivh05UE9SSCNRw0TJ0Uldv7hbNF15+BWtGkWUHayaduyfQ8fDYYXEWnARnWJ5PpeLbA74K9fb6Goqg8Kmvcw7UbyTpj2IyIiIlIxh6PcfJNXft7NnpRswgK8eeqqzu6NTcpEmgdIArL38/bNXfCwWvh24xEemblJyRMRqZdqlDh5/vnn6devH4GBgYSHh3Pdddexa9eucmuGDh2KxWIp93X//feXW5OQkMCYMWPw8/MjPDycxx57jOLi8q2cFi9eTO/evfH29qZt27ZMnTq1du9Q6kbpcPgKEidJW8w2omtpL1GObARMT+8QP08Op+exaGfKOQ9TpF4oTZxUb8bJ9FUJ7E3JJtTfi8mXtSt/8uTESWQ3sKnEXESkIXvyqs408fNkZ1IWHy7bX/lCmydE9zP7rqdoRURE5HRp8ZCdDDZvVhfF8d4v8QA8P7YbIX5ebg5OSgVGgm8TcNgZ2ewEb4/vjafNwvebjvDQDFWeiEj9U6PEyZIlS5g0aRIrV65k3rx5FBUVMXLkSHJycsqtu+eeezh69Gjp1wsvvFB6rqSkhDFjxlBYWMjy5cv56KOPmDp1Kk899VTpmv379zNmzBiGDRvGxo0befjhh7n77ruZO3fuWb5dqTVXxUlBBhSW//0ubdVVruJkI2AqTm7uaz48/mjFgXMepki9UDoc/swVJ+m5hbw6fzcAf7i8PcG+nuUXNG1Ttq/5JiIiDV6ovxd/vbITAK/N38OhE7mVLy5t17XiPEQmIiLSQB1YBkBJVB/+8PVOHA64qW80l3eOcHNgUo7FYh64BUjZzsgukbw9vg+eNgtzNh/lkZkaGC8i9UuNEic//fQTd955J126dKFHjx5MnTqVhIQE1q1bV26dn58fkZGRpV9BQUGl537++We2b9/Op59+Ss+ePbniiit47rnneOuttygsLATgnXfeIS4ujpdffplOnToxefJkbrjhBl599dU6eMtSKz5B4OVsH3Ry1Ym9BFJMiyEiupVVnKSUDYi/fWAsFgv8sieV+GPZ5y9mEXcoyIL8dLMf1OKMy1+bv4f03CI6RgZyS78KKlROrjjRfBMRkQvCDX2i6R8XSl5RCU9/tw2Ho5IPCVoOMNvD6yo+LyIiIqVtuhbnt+PQiTyim/jypFp01U8RXczW+QDu5Z0jmDK+Dx5WU3nypy83Y1fyRETqibOacZKRkQFAaGhouePTpk0jLCyMrl278vjjj5ObW/Yk3YoVK+jWrRsREWWZ/1GjRpGZmcm2bdtK14wYMaLcPUeNGsWKFZU/bVdQUEBmZma5L6ljgZFmm3Wk7NjxfVCcZ3pwh8aZ1kS+oWZAfMp2AGJC/RjmHMb26cqE8x21yPmVcdhsfYJNwrEKe1Oy+GTlQcC0bvGwVfBXcrnESc86ClJERNzJYrHwj+u64mmzMH9HCj9vT654YVgHs01PgOLC8xegiIhIQ+JMnPzvcBQWC7x8Yw8CfTzPcJG4RWniZGvpoRGdI3jztl7YrBa+Wn+IJ77ZouSJiNQLtU6c2O12Hn74YYYMGULXrl1Lj9922218+umnLFq0iMcff5xPPvmE22+/vfR8UlJSuaQJUPp9UlJSlWsyMzPJy8urMJ7nn3+e4ODg0q+YmOrNFpAaKB0Qn1R2LNk53yS8M1htpvTS9eGus10XwIRBsQB8sS6R3MLy82xELig1mG/y9zk7KLE7GNEpgiFtwype1LQtBLeE0DZlH6CJiEiD1y4ikHsvaQ3A099tI7uggp+PAiPBwxccdpM8ERERkfLSEyAjgWJsrLO3456LWzOgdVN3RyWVOaXixGV01+a8enNPrBb4bHUiT39fRUWuiMh5UuvEyaRJk9i6dSuff/55ueP33nsvo0aNolu3bowfP56PP/6YWbNmsW/fvrMOtiqPP/44GRkZpV+JiYnn9PUapdIB8SdVnCQ5nxKILEue0byH2ToHxANc2q4ZsU39yMov5psNJ10vcqGp5nyTRbtSWLzrGJ42C0+M6VT5Qg9v+N2vcO9iDYYXEbnATB7WjphQX45m5PPavN2nL7BYINQkV0iLP7/BiYiINACOA78CsMUeR8uIZvzh8vZujkiq1KwTYIGcY5CdUu7UNT2iePGGHlgs8PGKg/x9zg4lT0TErWqVOJk8eTKzZ89m0aJFREdX/eHggAGmN/PevXsBiIyMJDm5fDsC1/eRkZFVrgkKCsLX17fC1/H29iYoKKjcl9Sx0oqTk2acuMorI05OnPQ025MqTqxWCxMGmqqTj1cc0D9+cuEqrTip/O/GohI7/5hjZgPdObgVcWH+Vd/TJ+iMbb9ERKTh8fWy8ey15meo/y0/wLYjGacvaqrEiYiISGUOrJ8HwBpHJ165uQc+njY3RyRV8vIreyjklKoTgHF9onn++m4AfLBsPy/9vOt8RiciUk6NEicOh4PJkycza9YsFi5cSFxc3Bmv2bhxIwDNm5sP3QcNGsSWLVtISSnLLM+bN4+goCA6d+5cumbBggXl7jNv3jwGDRpUk3ClrlVZcdKt7JirVVfydiguKD18Y58YfDyt7EzKYu3BE+c2VhF3qUbiZObaRPamZBPq78Xky9qdp8BERKQ+GtYhnDHdmlNid/DXWVspObWnd2nFybmt3hYREWloktLz8EhYBkBUj+F0iQp2c0RSLZW063K5pX9Lnr3WrHlr0T7mVTYLTkTkHKtR4mTSpEl8+umnTJ8+ncDAQJKSkkhKSiqdO7Jv3z6ee+451q1bx4EDB/juu++YOHEil1xyCd27dwdg5MiRdO7cmQkTJrBp0ybmzp3L3/72NyZNmoS3tzcA999/P/Hx8fzpT39i586dvP3228ycOZNHHnmkjt++1MipFSe5aWWD4l3/8AGExIJPCNiLSgfEAwT7eXJtjxaAKbsUuSCdYcZJQXEJby40FXgPXNaWYF8NLRQRaeyeurozAd4ebEpMZ+ryA+VPqlWXiIjIaRwOB1NmfksMyRTgxegx49wdklSXq2NJJYkTgImDWnHPxeZh7ce/3szx7IJK14qInCs1SpxMmTKFjIwMhg4dSvPmzUu/ZsyYAYCXlxfz589n5MiRdOzYkUcffZRx48bx/fffl97DZrMxe/ZsbDYbgwYN4vbbb2fixIk8++yzpWvi4uKYM2cO8+bNo0ePHrz88su8//77jBo1qo7ettTKqcPhk5yD4Zu0Au/AsnUnD4g/ac4JlA2J/3HLUVIy86v3ujnHYe4TcFxPWkoDcIYZJzPXJHI0I5/IIB9u7d/yPAYmIiL1VUSQD3+5oiMAL87dyYHUnLKToW3MVokTERGRUt9uPEJowk8AFMUNw8NXrY0bjNKKk61VLnt0ZAc6RASSml3I419vUct3ETnvajRp+Ex/ScXExLBkyZIz3ic2NpYffvihyjVDhw5lw4YNNQlPzrWgkypO7PaK55u4NO8J8YvLzTkB6NoimD6xTVh38ASfrU7koRHVaFO08FlYNxVS98D4mWfxBkTOMXsJZB42+xUkTvKLSnhrkUkA/n5YG/XfFRGRUrf1b8mczUdZEX+cP321mc/vGYjVetJw+BMHoaQIbKpUFBGRxu1YVgFPf7+NL6yrAQjodYObI5IacSVOju2CkmKwVfzRpI+njVdv7sm1by3j5+3JfLnuEDf2rbizg4jIuVCr4fDSSAVEABawF0Nuatl8k4oSJ5VUnABMdFadTF99kKISe9WvmZ8Bm53Jkn0LIS+9NpGLnB/ZyebPh8UGAZGnnf58dQJJmfk0D/bh5n76gU9ERMpYrRb+Pa47vp42Vu9P49NVzramgc3BwwccJZCe4N4gRURE6oGnvt1KWN5+2lkP47B6Qnt1J2lQQmLB0x9KCs44w61zVBCPXN4egGe+305iWu75iFBEBFDiRGrC5gkB4WY/8wgkO1t1RVZScQJmxklxYblTo7tGEhbgRXJmwZmHfG36HIqc/zDai2D3T7WPX+Rcc803CYo67amZ/KIS3l7sqjZpi7eHqk1ERKS8lk39+PPoDgD868ed5sMBq/WkOSf73RidiIiI+/2w5Sg/bk1ijG0NAJY2l4GPhsI3KFYrRHQ2+1W16yrKh8Jc7rukDX1jm5BdUMyjX2yixK6WXSJyfihxIjXjmnOSnmDKKqHiipMmrcwPLyWFcGxHuVPeHjZu6WdmO3y84kDlr+VwwJoPyu4HsO2b2kYucu5VMd9k+qoEUrIKiAr24aa+Fc8/ERERmTioFf1bhZJbWMJfvt5sWuWWJk40701ERBqvtJxCnvrWfNB+e5CztXvna90YkdRa6ZyTSgbEFxfAW/3h9R7YUrbyyk098fcyVbkfLNPcNxE5P5Q4kZoJijLb/UtNUsQr0JRZnspigeY9zH4F7bpuG9ASqwVWxqexKymr4tc6sAxSd5kSzuvfM8f2LYD8zLN/HyLngqvi5JTESX5RCVOWmA+7Jl/WTtUmIiJSKavVwr9v6I63h5Vf9x7n8zWJEBpnTmpAvIiINGLPfL+N1OxChoZl0ix3L1g9oMMV7g5LasP1AG5liZM9P0P6QchJgalX0TJ/J09eZapUXpq7m51J+lxIRM49JU6kZgKdcxv2/Gy2EV1MmWVFXO26ThkQDxAV4svIzuZen6w8UPH1a53VJt1vgpj+ENbeJGvUrkvqq0oSJ5+uPMixrAJahPhyQx9Vm4iISNXiwvx5bJRp2fWPOTtI9zWVukqciIhIY7VwZzLfbjyC1QLPd3S2roy7BPxC3RuY1M6ZKk42zzBbDx/IT4ePr+XmyKOM6BROYYmd309bT0Ze0XkJVUQaLyVOpGYCnRUn6c6BpRXNN3GpYkA8lA2Jn7X+MFn5p/yDl5UEO743+/3uMhUsrhJcteuS+qo0cVI2+D23sJh3nNUmD1zWFi8P/bUrIiJn9pshcfRuGUJ2QTH/dbX/Pq5WXSIicgHZPBNmP2JmWVShuMTO3+eYFuB3X9ya5kecD3J2uuZcRyjnSngns81IhPyM8ufyTsDuuWZ/4nfQcjAUZGL5dCwv9c8hKtiH+GM5PPDZBopL7Oc3bhFpVPQJntRMUPPy31c038TFVXGSvA1KTn8SYFCbprQNDyCnsISv1x8uf3L9x2AvhpgBENnNHOt8ndnunQ8FlbT3EnGn0hknZYmTT1ceJDW7kJhQX8ap2kRERKrJZrXwwg098LBamHXQ2xxMPwglxe4NTEREpC4U5ZmkydoPYdP0KpfOXHuI+GM5hPp78WBvLziyASxW6HjVeQpW6pxvEwhy/v9x8vby57Z/a7qNRHSFlgPg9i8h7lIozCbk61uZNjwfX08bS3cf4x8/7Dj93iIidUSJE6mZwFMSJ66kRkVCW4N3MJQUQMrp/5hZLBYmDDRVJx+vOGCGn4L5QGDdVLPf966yCyK6QGgbcz/X0wci9ckprbpyC4t5d4lpq/LAsHZ42vRXroiIVF/b8ABuG9CSo4RSiKd5qMSVpBcREWnI9i6Awmyzv/Z/4Po84BS5hcW8On83YCr4A+J/MCdih0BAs/MRqZwrpe26tpY/vsnZpqv7TWbr5Q+3zYC2I6Aol7i5v+HjoTkA/O/XA3y2OuE8BSwijY0+xZOacQ2HB8BSVl5ZEYsFmnc3+/uXQs5xKC4o9wPR2N4t8Pey8f/s3XdYFNfXwPHv7tK7SJMigqioKCj23kuMJUZjisYSTUw0veeXbt40TY/RGBNNYjQxJvbeey8o2AUFRHrvsLvvH3eXEgHpS7mf5/GZYWd29q4izN5zzzk34jI4ciNBPHh1G6TeBoumheW59NdrP07sX1xXHe9GkqpPTrpIKYaCwMmqExEkZIhskwc6uxlwcJIkSVJ99eygVliYGHNT4yQeSJTluiRJkqQGIGRt4X70eYg6U+JpPx8MIy4tBw97cx7t3hwubhAHis4VSPVTSX1Okm5B+BFAAX4TCh83NoeHV0Kb+0CdQ9czb/DWANE39511wRwLTai9cUuS1GjIwIlUMUUzTpq2FJH/suj7nOz4H8z3ho+cYJ4DfNocfuiF9aXVTOgkftn9dvSmOFffFL7TFDA2K349/c3RtZ1iolqS6opUXbk5U1swsyEnX82SA2Jya3b/ljLbRJIkSaoUR2tTZvXz5pZW3C+p42XgRJIkSarn8rLgylax76SbPD/1y12nJaTn8OMBkcH/yrA2mGZEQ+QJQCHLdDUEJQVOLvwttl59wfY/iw+NTGHicnBoDRmxzMr9ldH+ruRrtDy94jThCZm1MmxJkhoPOZMnVYyZLRiZi/2y+pvodXgImrQofA6IMhPZKRAbAuuf4a1bTzBSeZydF6OJCQuBG3sABXSZfvf1XDpCEy/Iz4ZrO6rjHUlS9SjobyKyTf45fZuY1BycbUyZIHubSJIkSVUws6830UYi6/fqpfMGHo0kSZIkVdG1nZCXAbbN4b754rHgf+9qEv7dnuuk5+Tj52bD6I6ucHmTOODR/e7+q1L9o59Tir0EGo2oTnJeX6ZrUsnPMTKF0d8AoDjzKwu6ZdDR3ZakzDye+PUkKZl399eVJEmqLBk4kSpGoSi8QXEpR+CkWUd4PgjejoZ3EuCNcHjpEsw5CUPngXkTTJOvs8jkG9YZv03ahtfF81oNFQGXkl5fn3Uiy3VJdUmR/ib5ag2L94sVwU/2a4mpkcqAA5MkSZLqOytTI1q1FeVP48IvkZEjG8RLkiRJ9Zi+TFf7ceDZCxx9IS8Tzq8uOCU8IZM/jt8C4I0RbVEqFaJpOMgyXQ1F05agMoHcNEgJhztBEH8VjMyg7ejSn+fZCzpPBcB064v89GgHnG1MuRabzqQlR4lNza6lNyBJUkMnAydSxenTKT17V+x5KiORsWLjCo6tofdzIqjS/3XyjSzoqAzDJ+mgOLdoU/j/0vc5uboDcjMqPHxJqhFFAiebzt8hPDETe0sTHunmYdhxSZIkSQ1Cl05dAHBTR7H0YJiBRyNJkiRJlZSbKfqaArR/QCyODNRVmyjSJH7BjivkqbX0beVAn1YOkBYDt46I88qaVJfqD5UxOLYR+zEhhYGzNiPF3FFZhn4Alk4QfxXn84v5dUY3HK1NuRydxvhFRwiLl3NFkiRVnQycSBU3diHM2iOi/FVlZgsD30L7XBCrlKPJ0RqTbNtOZJyUplkA2DWH/CyR4itJdYEucKKxcWfh3usAPNHHCwsTI0OOSpIkSWogjBx9APBQxLL0wDXi03MMPCJJkiRJqoRrO0R2iZ0nuHYSj/lPElkGsSEQcYILkSlsCIoC4I2RvuKccysALbgFgp1cnNZg6Mt13QmC4DViv7QyXUWZN4GRn4r9gwvwVUXz79O9aNHUgsikLCYsOkJwRAJc2gi3jtbM2CVJavBk4ESqODNbcbNSjYxtnIjr/R7+OUt4yuRjUJZR2kihgHbjxL4s1yXVBRo1hO4H4Fy2E9di07E2M2JKT08DD0ySJElqMGzc0KpMMFGosc2L5bvd1ww9IkmqXmpZl16SGoWCMl26bBMQk+B+D4r908v4bNtlAMYFuNLe1RYubYI9H4njAY/V8oClGqWvaHJ6OaTHgLk9tBxcvue2Hw8+Q0GdC5tewMPOjL9n96JjMwsGZe/AZmlP+Gsy/DoaUu/U2FuQJKnhkoETqc54uJsHapUZxyMyCb6dUvbJxcp1Zdb42CSpTNd3Q1oUWnN75l12A2BqzxbYmBkbeGCSJElSg6FUodD1f2uhiOaP4+HclGUopPpMq4XbZ8Rk6KLeMM8BTvxk6FFJklSTctLh6nax3/6B4sd05brUwf9y/vpNTFRKXh7WRpTnWjMDtBroNAW6zKjlQUs1Sh84SY8RW7/xYGRSvucqFDDqCzC2gFuH4fQyHK/9xTrN88w3XkJzhe6amjxdxpIkSVLFyMCJVGc4WZsxwk80nv/96K2yT3btDDbukJcBEcdqYXSSVIazvwFwu/kYzkZlYm6sYkYfLwMPSpIkSWpw7FsCMNQ5g3yNlh/2XTfwgCSpEsKPw6YX4cu28NNAODAfYoLFsT0fQXaqYccnSVLNubZdlNxu4gXN/Isfc++Cxqk9KnUOD6oOMr13CzzybsKqh0GdA23ug/u/LsxSkRoGp/bFvy5Pma6imnjCwLfE/uaXYMOzKFNuobV05J+mT/F2ngjIpR75Ba1GXQ0DliSpMZGBE6lOmaorbbTu3G2SM3NLP1GhABddLcykmzU/MEkqTUY8XNkKwFfx3QF4tHtz7C3LuUpGkiRJksrL3huAEa4i02Td2Shi07INOSJJqpiU2/DLcDj1C6TdAWNLaDsGHvgRHFpDdjIcX2zoUUqSVFNKKtOlp1Bw0OZ+AKYY7+W5Lmaw4kHITgGP7vDgz6CS/SMbHCsnsHAQ+01agHvXil+j+9OFgTgrZxj+MYrnzzNuzmeYdplMqtYCm+woFi/7mew8GTyRJKn8ZOBEqlMCPZvQtpkNOfka/j4VWfbJds3FNjm85gcmSaUJ+hM0+aQ37cg/t20xUSl5sp+3oUclSZIkNURNxe8X57woOjW3I1etuXeWrlR71PmQco/718Yu+gKgFZnjj62B10Jh0u/g/zAMeEOcc+R7yEo25CglSaoJOWlwbafY/2+ZLiAqOYuXr/iSoTXFm0gsfx0GaVHg6AuP/AkmFrU8YKlWKBTg0kHsd3iochlFKiOYsg4eXgnPB0HPOWBigUqp4J0HuhDVfDQAzW/+zcNLjslFJ1Ldk3pHZtzWUTJwItUpCoWCx3VZJyuO30Kj0ZZ+sp2u8bYMnEiGotXC2d8BWJnbD4AJXdxxtjEz5KgkSZKkhkqXcUJiKLP6iv0Vx26RlStXTxpcbgb8Nga+8hM9+KSSJejKy3l0hVZDwbjIPVO7B8CxLeSkwLEfDDM+SZJqztXtkJ8tyk7qJ8qL+L8tl4jPM+WYxUDxQEYs2LjB5H/Awr6WByvVqiHvQ8+50Pu5yl/Dwh58R4Gx+V2HfEc9C8Aw1WkiI24x9vvD9+6rK0m15eZh+NoPPveG38bB8SVynrMOkYETqc4ZG+CKtZkRtxIy2X8trvQT9RknSXKlpWQgkacg7jL5SjO+iwvA0kTF3IE+hh6VJEmS1FDpAydJYQxv64iHvTlJmXmsOSOzHAwqPwf+fEw0pkULO94W2SfS3RKuiW3TEu6XlMrCrJNjiyAzsfbGJUlSzSujTNeR6/FsPn8HpQK8Rj4PKMDMDib/C7butT5UqZa5BsDw/wNT65q5vksHcAvEGDWzbI5xJyWbiYuP8n+bL7LzYgxJGWWUiS9Nym1YPxciTlT/eKXGQ6OB7W+CJh80eRC6F7a+Cl93gEW9Re+32EuGHmWjJgMnUp1jYWLExEAP4B5N4mWpLsnQdNkmm9VdScOC10f64mp39woXSZIkSaoWth6gNAZ1Lqr0KGb09gLgl0NhZWfpSjVHnQdrZogPusYWYGYL8VcgaKWhR1Y3JdwQ26atSj7edgw4+0FOKhxdWHvjkiSpZmWnllqmK0+t4b0NIQBM7uGJd8deMHMXzD4ITr61PVKpoeo8FYCZlgfo18qBrDw1Px0MY9Zvp+g0byfDvtrPW2svsDEo6t59UPJz4a/JYj5g/VxRiUKSKuPC33AnCExt4IldMOwj8OwNCiXEBMOB+fBDD/ixHxz9AdJjDT3iRkcGTqQ6aYquXNfeK7GEJ2SWfJI+cJIRC3lZtTQySdLJzUAb/C8AK3MH0MWzCZO7exp4UJIkSVKDplSJxqkAiaE81MUDGzMjwuIz2HUpxqBDa5Q0alj3NFzeBCpTeGQV9H9dHNv7CeSWcg/bmMWXkXECuqyTN8X+8cWQkVA745IkqWZd3gTqHBE0dW5f7NBvR29xLTYde0sTXhraWjzo3qXw874kVQe/B8HEClVSGMsGZPPtI514pJsHLR0tAbgak87K4+E8u+osvT/dw5c7rhCbWkovlJ3vQNQZsR9/Ba7vrqU3IdU5OWmw6hFRXqui8rJg94div+9Looxpr2dh+hZ49QY8sATa3AdKIxFc2f4mfOELf0yEK9uq931IpZKBE6lO8nKwpF9rR7Ra0eukROZNwESXypkcUXuDkySAkHUoctO4qXHmrLIdnz7YEaWyEo3sJEmSJKkiivQ5sTQ14rEeImi/9GCYAQfVCGm1sOlFsVJQaQQP/QbeA6DrTLBtLhoan/jR0KOsW3LSID1a7DdtWfp5vqPApSPkpsORb2tnbJIk1ZycdNjzf2Lff1KxMl1xaTl8vfMqAK8Nb4OdhYkhRig1BqZW0GECAKqzvzHG35VPxndk98sDOP32EBZPDuSJPl642pqRkJHLt3uu0/uzPbz41znORyYXXidknQjsA3h0F9uj39fqW5HqkJC1cGULbHtdBDcq4tgiSI0UGeXdZxc/ZmEvfl4+sgpevgr3LQC3QNCq4doOWDVJlPGS2U41TgZOpDrrcd1EwOpTESWnSioU0EQ2iJcMI+/UrwCsVvfn+SGt8XGyMvCIJEmSpEZBP+GsK3k0rVcLjFUKTtxMJCgi2XDjagzyc0WJhLgrsO1NOPOrKKUwfgm0GSHOMTKFQf8T+we/kn06itI3hrd0BHO70s9TKGDgW2L/xE+QXkbPQ0mS6r79n4rJQTtP6DGn2KHPtl0mLSefju62PNTFw0ADlBoNXbkuLm0o9vu5qZUpI/xceOf+dhx4bSALH+1MF88m5Km1rD17mzHfH2bKz8dJuHVJlOYC6P08jP9J3AeE7oWYEAO8Icng9NlGWg1sekn0LCmPjHg4+KXYH/wuGJdR8t2yKXSbBbP2wNxT0O0p8fiB+bBhrigbK9UYGTiR6qyBvk642ZmTnJnHhqCokk8q6HMiG8RLtSj+Gsa3j6PWKjjvcB9P9vM29IgkSZKkxqIg40RkmDjbmDHa3xWAnw6GGmpUDZM+q+SrDvCxO3zkCAtawcJucHyROGf0t6L8R1EdJur6dKTAoS9rf9x11b36mxTVegS4doK8DDjyTc2OS5KkmhN9QdTlBxj1BZhYFBw6fSuJNacjAfhgTHuZvS/VPNdOIqNRnQtBq0o8xUilZFTHZqx5uhcb5vbmgU5uYoHKtSjilz0CuWnQvCcMekcs5G03VjxR9uVqfDRqCN0n9hUquH0Kzv5Wvufu+1R8LzULAL8J5X9Nh1Zw3+cw+hsRtDu7Av58FHIzKjp6qZxk4ESqs1RKBZN1WSe/Hb2JtqQUNBk4kQwgbJcovbFfE8DrEwdhrJI/SiVJkqRaYi8awpNYGCSZ2UcEU7YGRxORKPtqVJu0aDj1C6SEiw+3ACjAzE706BjzPXSecvfzlCoY8r7YP75ElpTVK+hvUkaZLj2FAgbqMndOLK29rJP0ONj3mcwUkqTqoNGI4LNWDe3GQauhBYfUGi3vbQgGYGKgO52aNzHQIKVGRaGAQF3Wyelf71nmqKO7HV9NCmD7C/34ymYVbQgjQWvNctd30SiMxEk9dRko51eL+4aKyEoWmZWppSwUluq222cgOxnMbGHoB+Kxne+JbJKyxF8T95cgmsErKzGfFDgNHl4JRuaidNfy++/9ulKlyNk+qU6b1NUDEyMlwbdTOVtS+YmCwIks1SXVjtTMLKwv/w1Aku9DdHC3NfCIJEmSpEbFXjfpnBRWUA6gnasNfXwcUGu0LDt803Bja2iSboqtjRs8ewZeC4N3E+CNW/Ds6ZKDJno+Q6BFX9EMed8ntTLcOi9BFzhxKEfGCYi/w2YBkJ8Fwf/U2LCKObgA9n0M29+qndeTpIbs9DKIPCn6ko74tNihv05GEHw7FWszI14b4WugAUqNUoeJYGwhmrqHHyvXU7yjNnNf7nY0KHghbw7v70tixq8nScrIBfcuoteJJg9OLi3/OGIvwU8DYcsrsPPdSr4ZyaBu6Mp0eQ+A7k+DcwcRSNn1XtnP2/meCCi3uQ+8+lb+9duMhKkbwdweos7Az0MLMtKl6iMDJ1KdZm9pwuiOovzEimMlZJXIwIlUyw5t+h0HkknCllEPTjf0cCRJkqTGxtZDNCPPzxYNyHVm9hWZKH+dDCclU9Y6rhZJug+fTX1EloSFvcgmKQ+FAoboVh+eWylrn0Nhj5PylOoC8Xfo/7DYr63ASeQpsQ1ZJ1YCS5JUOemxsEv3M3DwO2DTrOBQcmYu87dfBuDFIa1xtDY1xAilxsrMFtqPF/v6sptlSYkUmVOAsv9rjH5gMqZGSvZdiWPUtwc5eTMReup695z8GXLLkfl7aRMsHVKYPXzzkGzyXR/p+5u0HAwqI7hfV5717IrSg3I3D8GVzaK0l/4+sSo8usITO8C2ufh++nuq/F6qZjJwItV5j3YXwZEtF+6Qmv2fiQA72Rxeqj25eWqaX1oCQGyrhzAzK6OBlyRJkiTVBJVR4f1PkXJd/Vs74utiTUauWvY6qS76VXtNWlTu+e6ButrnWtj9YXWNqn7Saov0OPEp//PajQMUEHmi5u/31XkQI0oHkZ8FF/6u2deTpIZs+1uiz5NrJ+g6s9ihL3ZcJSkzjzbO1jze09NAA5QatR6zAQVcXC8mssuy4x3Rb8ujO/R/nYe6erD2md60aGpBVEo2D/14lA+ueaGx84SsRDj/Z+nX0mhg7yfw12OQmw6efUBpDGl3CrNcpfohK0n0NAHwGSy2Ht2g8+Nif9NLoM4vPD83Q2Qk/atr7B44DRxbV89YHFrBE9vB2BLuBMG1ndVzXQmQgROpHujc3A4fJyuy8zRs/G+TeH3GSUZc+SL7klQFJ/auw097jWxM8Br1iqGHI0mSJDVW+h4R+oloQKFQ8OJQ8QHsl8NhJKTnGGJkDYt+EkPfV6YyBr0rVhVe3QZR56pjVPVTWrSYJFKoKhaIsmkGnr3FfsjaGhlagbjLIpNL70w5G7xKklTcjT0i8KhQwv1fFcvUC4lK4Y/jopLE+2PaYyR7RUqG4NJBTFwDbHmt+AR3UTcPQci/4nv5vgUF38vtXG3Y+GwfJga6o9XCsqMRfJehmzw/+kNBKdVislPhr8mwX1e2rvtseHydCC5CucuGSXVE6H7QasChDdi6Fz4+5ANROis2BE78KBZ97HgbvmwLm1+G1EiwdoUBbwKg1Wq5dCeV73Zf4/eSquyUl40rdNFVRDm4QGadVCP5W0qq8xQKBZO6eACw+lRk8YPmdmCq6zEhs06kGqTVarE6+S0AV13HYmLnYuARSZIkSY2WvtRR3OViDw9r50wHN1syc9Us3n+jhCdKFaIv1dWkCoETBx/we1DsH/66ykOqt/T9TZp4gpFJxZ7rpyupEvxv9Y7pv/SBLZcOoDKF6PMQdbZmX1MqPzkJVD/k54jJQYBuTxZOCiM+T723PgSNFu7v2IyeLZsaaJCSBAx+F8ybiAlufaPuotT5IqgCIsjSrGOxw9Zmxsyf6M+vM7rhamvGkrTepGotIOEamRe3FJ4YcxH2fASLeosSTSpTGPsDjPwMVMbQvIc4L/xIzbxPqWbo+5vos030LOwLG8Xveh++8Ycj30F2irifHPEZeU8f5XC0gvc3hNDns72M/OYgX+y8yq9HblZtTL2eFd9fEcfh1uGqXUsqIAMnUr3wQGc3jJQKgiKSuRKdVvyg7HMi1YJLp/cTkHeOfK0Sj1GvG3o4kiRJUmOm//D+nwwGhULBy8NE1slvR28Rk5qNVAVVLdWl1/t5sb24vliWUKNS0f4mRbUbKzJV7pyr2b+/O+fE1nsAtB0t9mXWieHlZsDap2FBK7h11NCjke7lzG+ijKSVCwz8X7FD687d5tStJMyNVfxvVFsDDVCSdCzsYdDbYn/vR5ARX/z4qV9EUMXMDga9U+pl+rd2ZPuL/XigRxtWqgcBcOOfD4lc9z4s7A6LesKB+ZASDtbNYPpW6PRY4QU8e4mtzDipP7Ta4v1N/itgMrh3A3WuyErx6g+P/EnUlEO8GdWbzp8f57Glx1l+5Ca3k7MwM1YypK0zs/p6odFUYZGAtQt0miz2Dyyo/HWkYmTgRKoXHKxMGdzWCYC/TkYUP1gQOKlCWptkGLmZcH0X5GUZeiT3lLNX/OIJajKMJm6V+NAvSZIkSdWlWYDYRp8HjbrYof6tHeni2YScfA0L916v/bE1FDlpkKmbRKlKqS4AFz9oNUx8eD7yXdXHVh/F6wMnFehvomfpAN79xX5IDWad6AORzQIKa5RfWCMm7iXDiL8OPw2GoJWiNPPG50UvGqluys+BQ1+J/X6vgJlNwaG07Dw+3iKyJOcO8qGZrewVKdUBgdNFlmF2SvFeZBkJIpgCIrhiYV/mZazNjPloXAe6PvQG+SjpoL2C+7mvIO4yWpUJtLkPxi+FuadE/7OiPLqLbfzVu4M3Ut0UdwVSb4vsDn3gqyilEib9Lsp2PX2UpAlr+L/rngz48iCrToSTlp2Pg5UJk7p48NPjXTj7zjCWTu3CpK7NUSoVVRtb7+fFYpPQvXD7dNWuJQEycCLVI5O6inJda89GkpNfZJKgiWwQX2/teBtWPAiLeokakXVU9I1zdMo4CID9sNcMPBpJkiSp0XNoJRpA5mVC/LVih0TWSRsAVp0IJzJJ9oCrFH1/E3N7MLOt+vV6vyC251ZCWkzVr1ff6DNOHCoROAFoX8Pluoo2hnftBC36ipIaOakQsq5mXlMq26WNsGQAxF0CK2ewaArxV+D4j4YemVSas7+LyURr18LgI6JE14cbLxKXlkOLphbM7FvFYLQkVRelCkbOF/tnfoPbZ8T+ng9FMMW5A3SZUe7LBXbsgLbLLPIxYq/an5dzZ/NMs79IGL0cOk4EU6u7n2RhD466DCyZdVI/6Mt0efYCE4uSz7F2IaPrXL4LNqbf53v56WAYufkaurWwZ9WsHpx4awifTejI0HbOmJuoSr5GZTTxhI6TxP6BL6rvuo2YDJxI9Ua/Vo4425iSlJnHrouxhQdkqa76SaMRH4hApHP/NgbWz4GsJMOOqwSxWz8D4JRZL7zaBd7jbEmSJEmqYUqVWCEJheWFiujZsim9fZqSp9by3W6ZdVIp1VWmS8+zF7h3BXUOHF9UPdesT/Q9TiqTcQLQ9n5QGkPsRYi9VH3j0tM3hje1FQETpRI6TxHHZLmumnFgAfw9DQ5+IUqeZCSIx9X5sPM90UQ5Nw2a94KnDoiVuwD7PoW0aIMNWypFfg4c/FLs930JjEwLDq06EcHfpyNRKuDjBzpgalSNk4SSVFWePaHDQ4AWtr4mgienfxXHRn5W0BC+vIzv/xzVu3HEjfmDTcoBbL2exahvD3EiLLH0JxX0OZHlCOsFfZkunyElHr4Zn8GXO6/Sf/4+vth5lbScfNo2s2HZ9K789VQPerZsWvXMkrL0fQlQiJ46MSE19zqNhAycSPWGkUrJhEB3AFafKlKuS5bqqp9iLkBGrFgx2+UJ8djZFfB9N7GasI40gMyMvUnb+O0AaPu+aODRSJIkSZKOa4DY/qfPid5LQ0XWyZozkYTFy1JDFabPOKlqmS49hQL66O4jTv4sVrI2Fvm5kKS7T69MjxMQDXz1DVhrIuukoExXRxE0AQh4TJS7iDgGsZer/zUbs9B9sGcehKwV5XFWjIf53vCVHyzuA4e/Fuf1mANTN4i67QGPgVugCKbset+Ag5dKdHZFYbZJpymFD4cn8d4Gkc316nBfevk4GGqEklS6oR+CiRVEnoQ/JgBa8JsALXpX6nIKpZKHunqwfm5vWjpaEp2azSM/HePLnVfJyMm/+wkFfU5k4KTOy8sqbLxepDF8cmYuK47d4sFFRxiwYB/f7r5GfHoOze0t+ObhADY/24eBbZxQKGowYKLn0Er0h4PCgLZUaTJwItUrEwNFua4D1+KIStb1xZAZJ/XT9V1i690f7v8SZmwHhzYimLJmOqydXSeCJ7c2fYoxak6rOhLYc6ihhyNJkiRJgr7PSQkZJwCBnk0Y5OuEWqPlm11Xa21YDUaSPuOkGkvKtB4p7nVyUuHUsuq7bl2XdBO0ajEpZe1S+ev4PSi2IaUvsMlTa4hOySb4dgr7r8bx75lIlhy4waoT4WTlqkt8DlD4/0gfkAQx1tYjxP7Z3ys/bqk4jQZ2viv2vQeKMmz23uLrlAhRmsvYEiYsgxEfg8pYHFMq4b75gAKCVkH4cYMMXypB0WyTPi+CsRkA8ek5PL3iDHlqLSPauzC7v7cBBylJZbBpBv1eFfuZCWBsIYIpVeTrYsOGuX14oJMbao2Wb3dfo//8vfx8KIzsvCK/k/QZJ3eCZF+tuu7WEZGhau0Kjr5EJGYyd+UZuv3fbt5eF8zpW0koFdCvtSNfTwpg10v9GRvgVrMZJiXp+7LYhvwLCTdq97UbGCNDD0CSKqKFgyXdvew5HpbImtORPDe4VWHgJDMBctJLrhsp1T0F6Y26KH3zHjD7oLjpPvA5nP8T+r8GTVsabIiatFi8wv8BIKHT3Nr/ZSdJkiRJpdFP8N7RNYgvoZTES0Nbs+dyLOuDonhmoA+tna1rd4z1mT7jpLpKdYGY+O39PKx/Bo4tgh5PFytn02Dp+5s0bSkybyqrzUgwMhPXiz4PzfyJT8/hZFgiJ24mcvJmIhejUtGUsu7mm13XeGloax4MdEf133u6oo3hi+r8uCh1cW4lDH63cfx71bSQf8XkoIk1jP8JrBzF49kp4udZYih49Ss528stEDpNFoGsLa/Ak/sqXEZHqgFnV0BqJFg3K+htkq/WMHflGaJTs2npaMn8iR1rZ6W1JFVWj2fE93LCNej3Cti6VctlLU2N+PIhfwb6OrFg+xXCEzOZt+kiSw+G8uygVkzs4o6xXXOwcRf/jyJPicWlUt10Yw8AmpaD+PXITeZvv0KmbmGGr4s1D3Z2Z2yAK042ZoYcpcigbTUcrm2HQ1/B2O8NO556rEIZJ5988gldu3bF2toaJycnxo0bx5UrV0o8V6vVMnLkSBQKBevWrSt2LDw8nFGjRmFhYYGTkxOvvvoq+fnF09X27dtH586dMTU1xcfHh+XLl1fojUkNl75J/OpTEWg0WtGw08xOHEyJKP2JUt2RnQIRulViLQvTGzEyhYFvitWYUDhpYSDhW7/AjFzO40PvIeMNOhZJkiRJKsahtVgRmZdRODH9H35utoz0c0GrhS93yKyTCtH3OKmuUl16HSaCjRukR0PQn9V77bqqqv1N9EytodUwAI6sX8KgL/bR5aNdPP3HGZYdvknwbRE0USkVOFqb4utiTR8fB6a0M2awzW2iU7N57Z/zjPzmALsvxaDVZ638tzF8UT5DxKrSrES4vLlq45dEZsJu3Sru3s8XBk1AfKbz6guBU8v+fzfkfXFu9Hk4vbwmRyuVR35ukWyTlwqyTT7ffoVjoYlYmqj4cUog1mbGBhykJJWDkQlM/gce+BF6v1Ctl1YoFIzxd2X3y/35ZHwHmtmacSclm7fWXmDwF/v562Q4ao/u4mRZrqtu0y0A/iLUnQ82XiQzV003L3s2PduHbS/0Y1Y/b8MHTfT6vSK2QX9CSqRhx1KPVShwsn//fubMmcOxY8fYuXMneXl5DBs2jIyMu1PJvv766xJXFKjVakaNGkVubi5Hjhzh119/Zfny5bz77rsF54SFhTFq1CgGDhzIuXPneOGFF5g5cybbt2+vxFuUGpqRfs2wNjUiMimLY6G6JoKyXFf9EnYANPniA3RJH4zsRHDMkIEwbX4ujpdWAHC11Sws5c2+JEmSVJcUbRBfSp8TEFknCgVsC4nmYlRq7YytvlPnF96DVGepLhATMz2eEfuHvxHZQg1dQcZJJfubFJHodT8Aze9sIzQuHYA2ztZM6eHJt4904sgbg7j20UhO/m8I217ox4qZ3ZmX+SFL817n674abM2NuRqTzhO/nmLSkmMERSQXaQxvc/e/t8oIOj0m9mWT+Ko7+bPoS2nlAj2fqdw1LB1g4P/E/p55kFlGw2Wp5p27O9tk0/kolhwIBWD+RH98nGS2o1RPNPEE/4drLJPNWKXkkW7N2fvKAN69vx0OViaEJ2by+j8XWHDZHoD8m0dq5LWlqstNFOUk1VoFK2K9sTI14qNxfvw5qwd+braGHt7dPLpBi76gyYMj3xl6NPVWhQIn27ZtY9q0abRv3x5/f3+WL19OeHg4p0+fLnbeuXPn+OKLL/jll1/uusaOHTu4ePEiK1asICAggJEjRzJv3jwWLlxIbm4uAIsXL8bLy4svvviCtm3bMnfuXCZMmMBXX31VhbcqNRTmJipGB7gC8Je+Sbw+cKJvPCnVbfr+Jj5DSj5uqwucJBsucLJ1zx4stemkai3oMXKywcYhSZIkSaUq6HMSVOoprZytub+juG/6ZrfMOimX1EixwENlKiYDq1vgVJEtnXgDzv9V/deva+L1gZOqZZycDU9i9HYrMrSmuCviWTFCybl3h7L9xX7MG+fHGH9XXO3Mi5dWTYuG6AsotBrGaXZz4LWBzO7fElMjJSfCEhn3w2HWbNwkzm3mX9gYvqhOUwAFhO6F6OAqvYdGLTsFDswX+wPfBBPLyl+ryxPg1B6ykkTwRDKMYtkmorfJuYhkXltzHoCn+ntzX4ca+BkqSfWcmbGKGX28OPDaQP53X1ucbUzZnSl+R+bePMaCbcHEpeUYeJRSUWHxGfywdAkA57UtCfT1ZudL/Zjcw7Nul3Tv/zr0mFPtWVSNSZWaw6ekpABgb29f8FhmZiaPPvooCxcuxMXl7uZ/R48epUOHDjg7Oxc8Nnz4cFJTUwkJCSk4Z8iQ4hOqw4cP5+jR0lPWcnJySE1NLfZHargmdRET61uDo0nJzAM7T3EgWQZO6jyttkh/k1ICJwbOIDobnsSRAzsBSG3ih7u97JsjSZIk1UEFfU7OlXnac4N8UChge0gMIVEpNT6sek9fpquJZ8kT6VVlag3dnhT7656GNU9Ayu3qf526Qp9x4lD5wMn6c7eZtOQYtzPghIkoZ9In+yB2FiZlPzH8WOF+8L/YGuXzxkhf9r4ygPGd3NBqIfOWWAQYgjfqkhqkNPGEdmN0A3lGlPaSKu7Q16LkmUMbCKjioiSVEdz3udg/vVz0RamstGhIi6naeBqrc3+I7DwrF+g8lSvRaUz95QSZuWr6tnLg1WFtDD1CSarTLEyMmNXPmwOvDWTmAyNJxQoLcti/fy99P9/D6pOyFH1dsDEoivu/PYhPmig3b952KD9P7UIzW3MDj6wcvPrCiI/BRgaxK6vSnwQ0Gg0vvPACvXv3xs/Pr+DxF198kV69ejF27NgSnxcdHV0saAIUfB0dHV3mOampqWRlZZV43U8++QRbW9uCPx4eHpV9a1I90NHdljbO1uTma9hxMVp8oAFZqqs+iL8qbrBVpuDZu+RzDFiqKyE9h2f+OEM7bgDg1r6UMUqSJEmSoRVknJwHjabU01o5WzNan3Wy61otDKyeS9IHTqq5TFdRfV+GzlMBBQSvge+7wP75kFfyZ516KzsFMmLFvn3LCj9do9Eyf/tlnv/zHLn5Goa0dabHWF3Q6eJ6sSCnLEUDJzkpBX1KXO3M+XJSAGtm96Sbqfj8sPiqNaO/O8TpWyWUfhr5ucgSuhMkSqxJFZNyG479IPaHvC8CH1XVoo9YhKXVwPEfK3eN7BRY1Ev8yZZB5Qo79bPY9nmBmylqJv98nJSsPAI87Fg8ORAjVQ0EniWpATI1UvFQN0+sW4m5h3H2N8nO0/DaP+d55e8gsnIbQVnP6hJ/HdY+XbgIpgqy89T8b+0Fnl11lqZ5UQwxOgeAb+8HSmxNITVMlf5NNmfOHIKDg/nzz8Kmhhs2bGDPnj18/fXX1TG2CnnzzTdJSUkp+BMRISOzDZlCoWC4n8ho2n0p1uAZClIF6Mt0efYCE4uSz7EzTCAsX63h2VVnuZOSTVeTmwAo3DrX6hgkSZIkqdwcWoOROeSmibJPZXhusMg62XExhuDbcoKwTEk3xbZJi5p7DWMzGPMtPLkPmveEvEzY+xEs7AaXNtbc69Y2fbaJlQuY2VToqbn54r5s4V7xvf30gJYsmRKIeZshYgFO6m2xIKcs+ia7jm3F9twfxQ538bCmDTcBCDNpxcU7qTy46Cgfb7lEvrpIMNLaBUZ+Jvb3fwaxlyr0Xhq9fR+LPjLNe0KbkdV33Z5zxPbM75CVXPHnX1wPmQmQGS972FRUfm7B/4MYtyE8tvQ4cWk5+LpYs3x6VyxNqyE4JkmNjMKzJwAzPGJ4dXgblApYczqScQsPc0PX10u6h22vQ9BK2PVelS4TFp/B+B+O8MfxcJRoWOmwHDNtDnj2Eb1DpEajUoGTuXPnsmnTJvbu3Yu7u3vB43v27OHGjRvY2dlhZGSEkZH4Zfnggw8yYMAAAFxcXIiJKZ4Kq/9aX9qrtHNsbGwwNy85FcrU1BQbG5tif6SGbWhbkZV04FocOVa670MZOKn77tXfBAp7nKTdETfltWTBjqscuZFAExM1Plrd95IMnEiSJEl1lcqoXA3iAXycrBnjr+91IrNOyqRfpWhfgxkneq4BMH0rPPgz2LiJe9m/JkP48Zp/7dpQyf4mOflqnvnjNJsv3MFEpeTLh/x5fYSvqCNubA7Ne4gTQ/eVcZE0iBa9Fhj1hdje2Fu8LFrcZRTqHDC1YfnLk3ioi/hMseRAKFN+PkF8epEa8x0nQesRoM6Fdc+AOr9C76nRirkI51aK/aHz4B6rdNNz8gmKSObfM5F8vu0yT/1+isFf7KPDe9vp89kexi48zBPLT/LamiA+vdKMZOtWkJchSnZVVFCRHkPHFst/04pIuAaafDSmNjz6VyS3k7No0dSC357odu8SepIklax5LwAU4UeZM6AlK2Z2x8HKlCsxaYz57hAbg6IMPMA6LjGssCz85S2QHlepy2wMimL0d4e4eCcVe0sTdvU4j3taEJhYw7gf7vl7TGpYKhQ40Wq1zJ07l7Vr17Jnzx68vIp/mHjjjTc4f/48586dK/gD8NVXX7Fs2TIAevbsyYULF4iNjS143s6dO7GxsaFdu3YF5+zevbvYtXfu3EnPnj0r/AalhsvPzQZnG1Myc9WcSNJlLmQlig9JUt2Umwk3D4v9sgInVk5gZCZS71Nrp+b3tuA7LN4vVjR+N1CFQqsGSycxiSFJkiRJdVU5+5wAPDuoFUoF7JRZJ2Wr4VJdWq2WsPgM1p6NZOfFGELupJLScizaOSfAe6A4qayAQH2SoAvSVaC/SXaemid/O82uS7GYGilZ8ngg4zu7Fz/Je4DY3thb+oUiT4l7Sdvm0KK3WCWKFs4XVkwoCDg288fB2pzPJ/iz6LHOWJqoOBqawOjvDnE2PEmco1DA/V+DmS1EnYGj35X7PTVaGjVseVX8O7QdAx5dix1Oz8nneGgCSw+G8vyfZxm0YB9+721n7MLDvLQ6iB/23WB7SAw34jJIy8knMimLoIhkdl+OZfWpSBYfCOWjxEEAxO3+lvfWnmN7SDSp2eXoQ5McDrcOAQpRhi01Ei6tr/6/g4Yq5iIAl9Tu3IjPpJmtGStmdsfJ2szAA5Okesw1QGRUZsZDwg16tXRgy3N96O5lT0aummdXneX9DSEl9+OS4PQyQPd3o8mDoFUVenp2npq314nSXOk5+XRrYc+OR+zxvvC1OGHkp4VtAqRGo0L5k3PmzGHlypWsX78ea2vrgp4ktra2mJub4+LiUmJD+ObNmxcEWYYNG0a7du2YMmUKn3/+OdHR0bz99tvMmTMHU1NTAGbPns3333/Pa6+9xowZM9izZw+rV69m8+bNVX2/UgOiUCgY3NaZlcfD2X49k77mTSArSdwEO7c39PCkktw6DOocsHEHxzKaBSoUYOsuyjukRNT4is8bcem88rdYkTizjxd9zA+IA66d5GoCSZIkqW7T9zm5R8YJgI+TFWP8XVl3Loqvd11j6dQuNTq0ekmrhaRbYr8aS3XFpGZz5EY8h68ncOR6PFEp2XedY2miYq6FN0+zl7zIsxhX26sbUELFMk6yctXM+u0Uh67HY2as5OepXent43D3iS0Hwu4P4OYh0axdVcLflr6/iT47JeBRMVF+biX0eUnc4+kDjvoAJDCyQzNaOVvx5O+nCY3LYNKPx3hvTDse7dYchU0zGP6JaBK/92NoPRKcfAtfMz9HZFdHnBDv2b2rKKmnbKS9Ho5+L/7OjS1h6IcAXI9NY1twNNtCogmJSi2xTY2DlSk+Tpb4OFnR0tEKHycrmtmakZKVT0J6DgkZuSRm5BKXlsPFCEviYv/EkQSSTq7mqeO9USkVTOrqwTuj2mFuoip5bOdXi61XXxFU2/cxHPke2o+X9//lkHrrHDbA2exmNLU0YcXM7rg3KaUMsyRJ5WNkCu5dxLxJ+BFw8MHJxow/Znbnq11XWbj3BsuP3CQxI5cvHvLHWPYRKpSfA2dXiP3WI+DqNlGCsdez5fqZfjM+g2f+OMPFO6kAzB3owwsDmmP0yxCRadp6JAQ8VpPvQKqjKhQ4WbRoEUBB2S29ZcuWMW3atHJdQ6VSsWnTJp5++ml69uyJpaUlU6dO5cMPPyw4x8vLi82bN/Piiy/yzTff4O7uztKlSxk+fHhFhis1AkPaOrHyeDi7L8Uyz94ThQyc1G0FZboG3/uXl11z8WE7uWb7FaVk5THrt1NiRYGXPa+P9IX1X4uDskyXJEmSVNcVZJwEiQbx95igfXZwKzYERbHrUgwXIlPo4G5b82OsTzITIUd8aK7qqsJ8tYYtwdEsPRjK+cjiGT7GKgUd3e3IU2uISs4iPj2XjFw1+/JcedoU0m+epkmVXr2OKCjV1eqep2bk5DNj+UmOhyViaaLil2ld6e7dtOSTXfxBv2jq9unC4EhR+v4m+mPtxorsh4TrEHlS1CgvyDgJKPZUHydr1s/pzSt/B7E9JIb/rQ3mzK1k3rzPF4eARyFkLVzfKQIo07fCzYMQ/C9c2iSa0BdlaiPuKd27gs9QaN79nn8XDUL0Bdg9D4DbPd5j1clctgbv40ZcRrHTmtma0cHNlo7utvi52dLBzZamVqYVeqns3c/AwU94w3YXwcqhhCZksvJ4OCfCEvn+0U74uvynjLdWC0G6zKOOD0OrYXDwC5FJFHG85O8nqcCuizEYnz5CfyDc2ItfZ3SjpaOVoYclSQ1D8x66wMkx6Pw4AEYqJa8O98XXxYYX/zrHhqAoMnPz+f7RzpgZlxIcbmwubhA9q2zc4IEf4ct2Ius1/Bh4ll29aNP5KN745wLpOfnYW5rw1aQA+rd2hF0fQEwwWDQVfelkUL1RqlDgRFvScpBKPMfT05MtW7aU+bwBAwZw9uzZCr+e1Lj0aumAubGKOynZpLo2w5Zzss9JXVae/iZ6+j4nNfjvqdZoeW7VWULjMmhma8bCRzuLVRu3z4gTXGXgRJIkSarjHNoUaRAfes+SSC0drRgb4Mbas7f5ZvdVlk7tWub5jY6+Mby1q+ilUQnZeWr+PhXBkoOhRCRmAeKztp+rLb18mtK7pQNdW9gXWwmfnacmKjmLi2EtYcs8muTHcuriNbq0u3fAoc7SaCBRlEG9V8ZJWnYe05ad5PStJKxNjVg+oxuBnmWEjpRK8OoPF9eJsmb/nehW54lSXSAakgOYWongSdBKsSrVtZOY3Aex/x/WZsYsnhzI4v2hzN9+mX/ORLI1+A4zenvx5NAvsInoI4I2n3mJHhsFT3QFn0GQeFNMxOekijGG7oMDC+C5M2DvXebfR72Xlw3/zAJNHkGWfRi70w0QQTRjlYI+Pg6M8HNhYBsnnGyqXtrJrMcsOPo1rllX2DPNmMP53Xnxr3Ncj01nzPeHeWdUWyb38EShn/SKOiMm1IzMod0YMLUG/0lidfLR72XgpBT5ag1f7LzKon03OGQaDgqYNeF+HN1kAF6Sqk3zXsAXcOvIXYdG+7tiaari6RVn2HUplunLTvLT1C5YmVZoardhOvWz2HaeCuZ24Dcezv4OZ34tNXCSnafm/zZf4vdjItO4Wwt7vn2kEy62ZiJz9PDX4sT7vxLl5KVGSeZ1SfWambGKvq1E+v71XHvxoAyc1E2JYWKFn0IF3v3vfb6dLnCSUnMZJ59uvcT+q3GYGSv56fEuOFqbQnZKYT1umXEiSZIk1XUqI3DxE/vl6HMC8OwgH5QK2HUplqCI5BobWr1U0N+kRYWfmpadx3e7r9H70z28sz6EiMQs7C1NeHFIa079bwgbn+3DmyPb0q+1413lg8yMVXg7WnF/N1/iTUQ/j9WbNpObr6nqOzKctCjIywSlUZnZO1qtllf/Ps/pW0nYmBmxYmb3soMmei11/WBK6nMSfUEEM8xswbFIKa2AR8U2ZK3INtE1hi+tn41CoeDpAS1ZNasHHd1tycxV8/3e6/RZdJk9ni+Ik/IyxGrULk+I7JMXQ2DsQpi+Gd6IgNmHxKSLfUtACzf23Pu91WXpceI96BcalWT3hxB3iRSlHdMTJmOsUjLSz4VvHg7g9DtDWTa9G5O6Nq+WoAkAlk0h4BGxf3QhvX0c2Pp8Xwa2cSQ3X8M760OYveI0yZm54hx9U3jfUSJoAtDjGbG9tEkEoaViYlOzeWzpcRbtu4E1mbgr4gFw9A4w7MAkqaHx6AooxP1ICT+LBvk68+uMbgW9uCYvPV74s62xirkoskwVKug8RTwWOE1sQ9ZBVvJdT7kZn8GDi44UBE3mDGzJylndRdAkNwPWPiX6c3V8WCy6kBotGTiR6r0hbZ0BOJmku+lNvmXA0UilurFbbD26iw+x92Kn+4BdQ4GwNacj+emgmBxZMNEfP/1KqTtBYmvbHCxLqKktSZIkSXVNQZ+T8mVreztaMa6TGwDvrA8mX12PJ+erW6IucFLB/moRiZmMXXiYL3ZeJSEjF/cm5nwwpj2HXx/E80NaVaj0kI1XIABNUi7z08F6PIGr72/SpEXJPUh0/jgezraQaIxVCn57ojv+Hnblu76+QXzkSchOLX5M39/Eo0fx8nWevUU52JxU2CPKSNHM/54l7rp7N2X9nN4snhxIa2crUrPzmXG+DS8rX2Nl66/ZMGQv17t9gNqjZ/FrqYzApQN0mVE4sR92oHzvry7IyxblT3bPgz8mwhe+sMAHfn8AfhoIv4+H6ODizwndB8cWAvBC9ixyTJqwfHo3Fk0OZGyAGzZmNdS9Rx/4uLIV4q/T1MqUX6Z15Z3722GsUrA9JIaR3xzkUmQCBK8R5/o/XPh8p7a6rHgtHP+xZsZYT4VEpXDft4cKyugtHq7LxrNxEyXzJEmqPma2hVmQi/vCvs8gJ73YKT28m/LHrB7YWRhzLiKZh5ccIzbt7t5pjcapX8TW9z6wcRX7boHg1A7yswp/5utsPn+H+787REhUKvaWJiyf3pVXh/tipFKCRg3rnhFBKxs3GPlZLb8Zqa6RgROp3hvo64RCASeSdXVVk2TgpE66rguc+Awu3/k1WKrr9K1E3vpXlGZ4bpAP93d0LTyoXz3ndnfJBkmSJEmqk4r2OSmnN0b4Ym1mxPnIFJYfuVkjw6qX9KW6KpBxEnw7hfGLjhAal4GrrRnfPBzAvlcGMLVXi9IbU5fBxD0AAD9lGN/tuUZEYmaFr1EnxOsyeMvob3IlOo15my4C8PoIXwLKGzQB8W/UxAu0alEPvqj/9jfRUyrBX5d1ErZfbIs0hi+LQqFghJ8LW5/vx1eT/Glub8k/mQG8dd6J51YHM+TLA/i9t50HfjjM+xtCuJ2cVfwCXrqM67CDooxZfbDjf7B6ChxcANd2QNodQCFKjSmNxMKoxX1g3RxIjYKsJPL/mQ3AH/mDOW/enT+f7Elvn1pYjOTQSjTvRQvHfgDEv9kTfbxY+0xvvBwsuZOSzaKffxR18C2dwHtg8Wv0nCO2Z34vcYVyY5SYkcuTv50mPj2HNs7WbHi2D72tYsRBp3aGHZwkNVRjF4rgSW467PsYvu0EJ38WZSh1Ajzs+OvJnjham3I5Oo1HfzpOfHqOAQdtIDnphT2rujxR+LhCUdAjhtO/AqI017vrg5mz8ozocdvCni3P9WVAG10ZLo0GNjwryoAqjUWvFHO7WnsrUt0kAydSvedobUqAhx0RWt0PO1mqq+7Jz4VQ3YfT8vQ3AbEaECD1toj6V5Oo5Cye+v0MuWoNw9s788KQ1v85QfY3kSRJkuoZfcaJvkF8OTjZmPG/+9oCsGDHFcIT6unkfHUrKNVVvoyTg9fimPTjUeLScvB1sebfZ3ozNsBNrFqsrGb+AHQxiSA7T8O764Mr1WvS4BL0/U1alng4K1fN3JVnyMnXMKCNIzN6VyzLByjMOilarkurLcw4aV5CXfOiWQZwV2P4e1EpFTzQyZ3dL/fn60kBTOnhSefmdpgbq8jKU3M2PJnlR24y9vvDnCtaCs+1E5hYQVaiaDZb16nzRcN7AL8H4b4FMGMHvBkJz52FOSeg3ThAC+dWwLedyVo6CqOMO4RqXFhuPZM1T/eig3st9r/QBz7OrYTMxIKH/dxsWTenNwEedgzL3wdAbIvRIiOoKO+BIhiQlyHq4jdy+WoNz646w+3kLFo0tWD17J6iCXysCHbiLAMnklQjnNvBzD0w4RexSCAjFja/BD/0gOB/xM9noI2LNX8/1RMXGzOux6Y3zrJdwWtEnz/7loULFPQ6TgKVKUSf586lo0xYfITfjpZQmgvEvcPW1+DcH6Lk18Rl4NW3lt+MVBfJwInUIAxp68xtrW4lU3ay6FMh1R0nlogPIJaO4NKxfM+xdhEr2TT5utVtVZeSlces304Rny4mN758KAClUlH8pNu6Mieyv4kkSZJUXzj6gpGZKD+kn/gvh0ldPejp3ZTsPA1vrb1QPyfnq1sFSnX9eyaS6ctOkpGrpqd3U1bP7ln4AbwqdIGTZurbNFFlsfdKHNtDoqt+3ZqSHgubX4F/ZsLf0+DPx2DlwxCim3R3KDnj5MNNF7kWm46jtSkLJvrffU9WHvo+J6H7Ch9LDBWTTCqTEpu+Y+8Fnn0Kvy7pnHIwVikZ18mNeeP8+PeZ3gR/MJxdL/Xnm4cD8HWxJj49h0k/HmXLBd19rMoYPHuJ/fpQrivimAjymDeBB5ZAt1nQvDuY6rL8m7aEh36FJ3aJkmj5WZgnhJCvVfKN7av88fQgvBwsa3fMLfqIzxr5WbD/s2KBZFtzY35/rA3DVGKR1DPBrTl9K7H48xWKwuDL8R+Lre5ujOZvv8Lh6wlYmKhY8ngXbM11ZdZidIETp/aGG5wkNXRKpQhazzkJIz4TvbQSrsOaGfCNPxz6CjITaeFgycpZ3XGwEpknU34+QUpWI/nZpdWKTByALtPvLrtpYQ9tRwNw5O8vCb5dQmku/XV2vQcnfwIU8MDigudJkgycSA3CkLbOZGJGolbf56TmGopLFXT6V5HmD9Bz7j1rSBdQqsBWNEetjiyiE2GJjPz6QEEdy58e74Kl6X9WmWXEQ0o4oKjw6kNJkiRJMhiVETjrGsSXs88JiDI2n4zvgKmRkkPX41lzOrKGBogISMz3gT0f1dxrVFVetmhoDmWW6tJqtSzce52XVgeRr9Eyxt+V5TO6Vl/vBksHUVcbeC1ArCr9YONF0nPyy/d8rRbya7Fcx+FvxGTDhb9F0/XLm+DqVkjXlfMp4Z5q8/k7rDoRjkIBX08KwKECPWCKadEXUED8FUi5LR7TZ5u4dgbjUgJZnR4T2zIaw1eUSqnAx8mKsQFurHm6FwPbOJKTr+GZP86wcO91EZj06idOrg+Bk0ubxLb1yLszM4ry6MrxAX/wrOYVDqvb87Pds8ybM7X6Gr9XhEIBfV4U+8cXwx8PQlpMwWHrG5sxIY8II09O5bjz+M8nOB6aUPwaHSaKMl6pt+Hi+locfN2y6XwUPx4QPZbmT/CntbPuc7ZWC7EhYl9mnEhSzTMygR6z4blz0P8NsHCA1EjY9T582Q42voC3NpKVs7pjb2nChdspTFt2ovz3DPXZ7dMQfV5klQQ8VuIp6k6iWfxQ9UH8HI3Y/FyfwtJcegfmi3sZgNFfQ8eHanDQUn0jAydSg9Da2QoPe3MitI7iAVmuq24I+gs2Pi/2e86F3s9X7PkFfU4qHwjLV2v4cscVHl5ylKiUbDybWvDbjG542FvcfbK+v4lDKzCzqfRrSpIkSVKtK+hzcq5CT2vhYMmLQ0XZyo82XyIurYYm3C9tgIy4wjrUdVGyrk+eibVY2VkCrVbLvE2XmL/9CgBP9fPm60kBmBpVvJdJmXRZJxNcE2hub8GdlGy+2nm1fM/d8gp85gWxl6p3TKW5uk1suzwBIz+HUV/C6G9h3CKYtvmuHiIRiZm88e95AJ7u37Jq/S8s7AszRvQ9S0rrb1JU+/HQeSoM/7/yL+qpACtTI356vAvTerUAxMr9V/4+T15zXdmPW4frdjaDVguXN4t931FlnnrkRjzTlp9iY25nFrf4isfnvFdzDeDLo/0D4nvQyAxu7IFFveDqdnHs/F8AuPSdRh8fRzJy1UxbdpLD1+MLn29kKrJroKBXSmNzJTqN19aI/6NP9fdmVMdmhQdTo0R1B4UKHFqXcgVJkqqdmQ0MfBNeDBE9UJw7iOy608vgh+60XtWbvZ7Lec5sC6aRR5jz8z4ycxt48ESfbeI3XtwPlOCb687c1Dhjo8ji5663aWZrXngwMxEOLIC9/ye+Hv4JBE6r2TFL9Y4MnEgNgkKhYEhbZyL15br0H3ylmqNRQ/z10j/0hayDdbMBLXSdCcM+EqvAKkLf5ySlcoGwiMRMHvrxKN/uuY5GCw92dmfzc33xcyul1nJBfxPZGF6SJEmqZ/Sr+qPOVfipM/t40d7VhpSsPN7fGFKtwyoQeVJsUyIgK6lmXqOqCsp0tSjxnkWt0fL6P+f55bA475372/HmfW0rV2LqXnSlTY1jg/lgrCiHs+xwGEFFe2aURKsV92B5GaJOd02Lvy5KhyiNYcj70P0p6PoEBE6FgEehRR+0Wi1RyVnsvRzLon03mPXbKdKy8+nU3K4gaFcl+nJd+j4nZfU30TM2gzHfFjaOrQFGKiXvj2nPvLHtUSkV/HMmkskbM9CYNRENfyuQHVbros+L+28jc2g5qNTTDl2LZ8byk2Tlqenf2pGfHu+CuUk1BxErSqEQ34NP7heZeJnxsPIhWPu0CFihwDhgEkundqF/a0ey8tTMWH6SozeKZJ4EThPf07dPFy6saiRSsvJ46vdTZOaq6ePjwKvD2hQ/Qd/fxKGVCDJJklS7jM2g02SYfRCmbRElpRRKSL6FbegmXmIFf5p8xLKYCUQt6E1OXPlLuNYrsZcKS4IWbQpfxP6rcXy3L5TV6gEAOAcvhR3vwIoH4Qtf+NwL9swTJw98G3o+UwsDl+obGTiRGowhbZ0LGsRrkmTgpMYdWADfB8KC1rB+LlzbJZrAg1jV9c8ToNVAwGQYOb/iQRMoDJxUMINIo9Hy96kIRn5zkDPhyVibGfHtI5344iF/rP5bnqso/Qcj2RhekiRJqm8KMk7Oi8nz8shOBcQE72cPdkSlVLD5/B12Xoy5xxMrSKuFiJOFX8fUUHCmqpJuim0JZbpy80WT5NWnIlEqYMFEf57oUz0lnkqkyzjhThAD2zgxNsAVjRZe+TuI7Dx16c9LuyMmikGUWqrpvjXXdCv5PXsVZOvGpeWwLfgO8zZdZOLiI/h/sINen+5h+vKTfLbtMpej08S92cOdMFZVw8dRfYP40H2QHgcJ18TXHt2qfu1qMKVnC36e2gUrUyOO30pmV5YIFmlD9xt4ZGXQl+nyGQwmJWRpIyaknvj1JNl5Ggb5OvHjlEDMjA0cNCnKyRdm7obuT4uvg1aKrVc/sHXDzFjFkscDGeTrRE6+hid+Pcmpm7qeJ1ZO0H6c2D+5tNaHbigajZYX/zrHzYRM3OzM+e6RToU9APT0P7+dZJkuSTIohQJa9IZJK+C1MHh8PQx+D9qOIcfSDaVCi0/uZRJ+GocmM9nQo61eIevgp8GQnw3uXcG9y12nRCVn8cKfZ9FqQRPwiMiSiw2BI9/C9V2FfXTtPGHoh9Dvldp9D1K9UcYMoiTVL9287Nlr5AxAyp0bNDHweBo0rbbww0dWIpz9Xfwxs4WWg0VqvyYf/CaI1XyVLYFQiVJdp24mMm/zpYIVmV08m/D1wwG4Nyn5Q18BrbZw5Z9sDC9JkiTVNwUN4lMgdG+Zq8QBURv70Fcw6Q9oez9+brbM7OvFj/tDeXvdBXp422NdXeV2Um9DepHm5tEXRBPnuiZJtyrzPz0vsnLVzF5xmv1X4zBRKfn2kQBG+DUr4QLVqJnIOCHuMuRl8f7o9hy+Hs+12HS+3X2N10b4lvy8O0GF+0lhYpLTxa/mxqkrgRRk0YMVfwdx6lYSYfEZd51mpFTg7WhJGxcbfF2sGdWhWcllUyvDo7vIjMiIFSVLABzbllq2wxAGtHFi47N9eHn1OQ7cbscw4+NcOroZh07PGqYXyL0UlOm6v8TDey7HMHvFGXLzNQxt58z3j3aq/nJ11cHYDEZ+Kn4erntaBBWLlGExNVLxw2OdmfXbKQ5ei2faspOsmNmdAA876DpL9O0J/kdkzteh76easuRgKHsux2JqpOTHKYE0sTS5+yR9xonsbyJJdYe5nVhEoFtIYAqcPnsat3UP4pp7kxs/TqLlc5vL7ldVH2jUsPtDOPy1+NqrP0xYdtci3dx8DXNXniEpM48Obra8+EBPcH0fru0Axzbg3F5kJDq1BVPrWn8bUv0iM06kBsNYpcTe1QeA3Pibhh1MQxd/VazKVJnAY2ug60w0ls6i3m3Iv6DOIciqL4vtX2HvtQSiU7JFQ8yKqkDGSXhCJnP+OMOExUcJikjG0kTFayPa8OeTPe4dNAExqZMRC0ojcOlQ8bFKkiRJkiGpjAvLDm14HnLSSj83dL8ImgCcXl7w8ItDWuPZ1IKY1By+23O9+sYWebL419HB1Xft6qTPOLEvDJykZufx+C/H2X81DnNjFT9P61LzQRMQzeEtmoJWDbEXaWJpwkfjxP3J4v03Si/Zded88a8vb6q5MWanor11GIDnzzjx9+lIwuIzUCjA18WayT2a8+VD/mx5ri8hHw5nx4v9+e6RTswZ6EMLB8vqG4eRqch4ATj6vdiW1d/EQLwcLPl7di869BbBiJZZwYz6chfrz92u3H1yTUkMFatyFSpoPbzYoczcfN7fEMITv54iN1/DiPYuLHy0c90MmhTVehjMPSkyUPzGFztkZqxiyZQu9PC2Jz0nn8d/Pk7w7RSRseTSQaxoPvu7gQZee86GJ7FA17vp/THtSy9tHKMLnDi1r6WRSZJUGYGdArk04Ecytaa0TDnG5eXP1HwWak3KTIQV4wuDJr2ehcn/guXdPek+3XqZM+HJ2JgZ8cNjut9RvZ+DaZtg1BfQZYb4GS+DJlI51PNwoyQV16atH0SBdWY4mvx8lEbyW7xG6JqAalv05YiiE/9kOLIjbTBt8y4xUnWCfFQsiH+I3B2hQCgATSyMCfRsQm8fB/r4OODjZIXiXuW77HQZJymRoNGUmLkSm5rNz4fCWHb4JrlqDUoFTOrqwYtDW+NkXYEVfPoyXU5twdi87HMlSZIkqS4a/J74HZ0cLjJKRn1x9znZKbB+TuHXofvEY2a2mBmreH90e6YvP8kvh8J4qIs7Pk7V8KEy8pTY2riJhQrR58s+31D0PU50pbrOhifxxj8XuBIjSkstn96VQM9aWnWuUIhyXTf2iCwSt0BG+Lkwxt+VDUFRvLomiI3P9rl7wlqfceLSUfw9X9oEA96okSGqr+1GpcnnhqYZd1RuzO7tRXcvezo3b4KtRS03B285EG7sFt/LUHZ/EwNSKRVMGjmY/GBnTDNj8Mm9yPN/Kth1KZbPHuyAhUkd+OyiL9PVok+xLItjoQm8tuY84YmZADzSzYMPx/pVT7m12mBhX2rWiLmJip+ndmXqLyc4dSuJKT8f588ne9Km6yzY+JxoQNxzLijreICoklKy8nh21VnyNVru79iMh7t6lHyiOg/iRXBFZpxIUt03cOBwtsT/HyOCX8U34i8urfeh7bjXDD2siou+AH8+Ku5vjS1g7Pfg92CJp/5zOrKgF90XDwVUX3ar1GjVk7scSSqfLp27kqk1xYJsdh44YOjhNFxXRODky1tePLb0OP+euU16rpY4+86kD/wI70e/4vnhfoz2d8XHyQqlApIy89h1KZYPNl5k6FcH6PHJbl5afY61ZyNJzswt+XVs3ESjM3WOyAbRuRmfwY/7bzD+h8N0/2Q3Px4IJVetoY+PA5uf68sn4ztWLGgCRRrDyzJdkiRJUj1lagVjdCvuTy6FsBLuhba9JRq023mCfUvQ5MHVHQWHB/o6MaStE/kaLe9tCKmelfD6jJPOU8U27rKYgKtLNJqCjJNUc3fe/PcC4xcd4UpMGg5WJvz5ZI/aC5ro6RrEFy2/9f6Y9jhYmXA1RpTsuov+3P6vi4yBmAuFAaFqpNFoOb3rTwD2aTvx45RA3hjpy0Bfp9oPmkBhnxO9OphxUkChwKhlfwBeankHI6WCjUFRTFh0lMikTAMPjrvKdGXk5PPe+mAeXnKM8MRMmtmasXx6Vz4Z37H+BE3KwdLUiGXTu+LvYUdSZh6PLT3GDZf7RCni5FuiJn5dkRwBl7dUy+pxrVbLW/9eIDIpCw97cz4e36H0xW0JN0CdCyZWYNu8yq8tSVLNGzlhJttcRa+n1mc/5vqhNQYeUQXlpIlm7snhYmHLzF2lBk1+P3aLV9aI+6Cn+nsztJ1zLQ5Uaqgazp2OJAG2luYkNRFlDE4e3kFGTr6BR1SPZKfArg9g25tlT2ZkJqKNOAbA2owOWJsZ8Wj35vzzdE/2vjKA5wa3Ykg7Z+YM9OG7Rzqx66X+XPxwBOvn9OaNkb708XHAxEhJTGoO/565zYt/BRH40S4e/ekYyw+HEZWcVfhaKmO01qIcxpHTZ1mw/Qojvj7AgAX7+ESXfqnVQqfmdiyb1pXfn+hG22Y2lXv/+owT2d9EkiRJqs+8+0OXJ8T++rmQk1547MpWOLcCUMADi6H9A+LxSxuKXeLd+9tjYqTk8PUEtgZHUyX5uRB1Tuz7PQimNmLiLf5q1a5b3dKjQZ2DRqFi8NJQVp0IR6uF8Z3d2Pp8P9q7llK2piYVNIgvzNCxtzTho3GiZ8ni/aGcj0wuPD8jAVIjxb5XP9E0Fqq9XJdWq+WddefxTj4CQMdBkxjQxqlaX6PCnNqDpaPYt3YtLPdaV3n1A6CrNphVT/bAwcqEi3dSGfP9YY6FJhhuXOmxEHFc7PuO4siNeEZ8c4Bfj94CRJbJ9hf7Gf7fu4ZYmxnz2/RutHe1IT49l6krLpDV/hFx8MRPhh2cnlYrVl7/+QicXVHly/15MoLNF0QA77tHOmNTVm+rWH1j+LaV72EpSVKtUigUDHviI/ZZ3YdKocV11xxuXz5h6GGV34EFkB4j+s89uU/0JynBD/uu8866YLRamNrTk9eHl9ILTpIqSP62kxoc53Z9AWiVc4kf9lVjfe6GSquFC2vg+65w6Es49sNdEyjFXN+FQqvhssYDI3tPjr81mI8f6ECgp32pq5PMjFX4e9gxu39LVszszvn3hvHHzO48PaAlvi7WqDVajtxI4P2NF+n16R7GfH+IuSvPMOLrA5xOtgJg1Y5DfL/3Opej01ApFfT2acq8se059uZg1j7Tm4G+Tvcu/VUajaZwUkdmnEiSJEn13dAPxGrg5Fuw+wPxWEYCbHhO7PecI3pCtNU1fr6+C/IKFy40b2rB7P4tAfho00Uyc6uwECXmgsgcNbeHpi0LP/DWsT4nkaGibn+EuilxmWpaO1vx15M9+PKhABytTQ0zKH3gJCak2KKWEX7NGO3vilqj5dW/z5OTrxYHonXZJvbeYGYDvqPF15eqL3Ci1WqZt+kSISf34aBIJc/Iiq79RlXb9StNqRRNYkFkm1T2nrC26AIn3D5N12bGrJ/bBz83GxIzcpm89Di/H7tlmL4nlzcDWtTNOvHO3iQe/ek4EYlZuNmZ89uMbnwyvmPZE+sNgK2FMb8/0R3PphZEJmXx6s2u4sD1XaL/i6FFniwsd7jvk2I/uyvqakwaH2wUwZBXh7chwCoF/pgoMhNLUtDfRJbpkqT6xMhIRddnfuGcsT8WZGP818Okxt029LDuLeGGmJ8CGPEJmDe56xStVsunWy/z+TZRRvDZQT68P6Y9SmUdvw+Q6g0ZOJEaHCPP7gB0Ul7jp4NhRCTWgZT3uiruKvw2Bv55QkTxjXS9PU4sLfUpSec2ArBb04mPxlWuFrOZsYrePg68PsKXbS/048CrA3l7VFu6tmiCQgHnI1PYdP4Ol6PTCNeK1YNd7NKZEOjOgon+nH57CH/M7MGUni1wsa1gSa6SJIZCTgoYmYkVVJIkSZJUn5law9jvxP6JJXDzEGx+UZS9dPSFQe+IY80CwNYD8jJFL40inu7fEjc7c6JSsvlh743Kj0Xf38S9q5jMdhGZwXWpz8nFqFR+Wr8bgEiFC/+7ry2bn+tLd++7G47WqiZeYGItAk//ydD5YEx7mlqacCUmjQ83XhST7PrMFH2JL19dQCPiOKTFVMuQvthxlV8OhzFIJTJ1jVsPAVUdmUjv+5IInvR+3tAjubcmnqJcnlYNt47iZmfO30/1Yoy/K/kaLe+sC+attRfIzlPX7rh0ZbqWxrXj92Miy+Sx7s3Z9kJf+rV2rN2xGJC9pQk/T+2KtZkRm26bc8myG6AVvU4M7dSywv3U26IsYyVk56mZu/IM2Xka+rV2ZJZXIiwdDNd2wLGFcGPv3U+K1QVOSlnxLUlS3WVpYY7bk6u5pXDDSZvAnaUPoc7LMfSwyrbjbZGl3HIwtB5x12G1Rsv/1gWzeL+4T/3ffW15eVibyi+olaQSyMCJ1PC4i1VBrZW3MctP49Otlw08oDooJw12fwiLeon650ZmMOhtmHMMlEYQfqTElaD5uTkYh4mJhVzvYfRp5VAtw2ne1IKZfb35e3YvTv5vCJ8/2JE3R/ryy7QuDO4RCMDUdioWTPRnQqA7dhYm1fK6BfT9TVw61J0P/5IkSZJUFd4DIHC62F/1KFxcL37HP/AjGOsWHSgU0FaflbCx2NPNTVS8O1qsKl5yIJSw+IzKjUPf30R3f4azKDNFTN3IOLkYlcpjS4/RNC8KgAD/AGb1864bvRuUSmh2d58TEBO7H48XQag/jofz1tpgtPpz9Jkqtm7gFgho4crmKg9n4d7rfL9XZHNPbnJJPFjCRIbBOLeHqRvANcDQIykfb12GTNh+QPyf++bhAN4Y6YtCAatORNDv8738euRmYVZRDUpLSST/xj4AVmcE4GZnzh8zu/N/D3TAuoFnmZTEx8mKRY8FolIqmJ+kyxA6+zvkGnBRXlYShPwr9gOnie3BL0TJ5QrQarW8uz6YqzHpOFiZ8p1/OMrf7oeMuMKFdLs/uLuHSoy+VJfMOJGk+sjR0YWcCStI05rTJieYoJ+eMvSQSnd9N1zZIu5dR3xyVyZpVq6a5/88y8rj4SgU8On4Dszq522gwUoNWR34RCBJ1czSQazQAwKUN9h84Q4nwhINPKg6IjUKdr4HX7YXN9maPGg1HOYch36vimZbukaQnLy7ju+Obeux0maQiDWTHyy5IVdVOViZ8lBXD57q35JBvs7YuohSISSH18jrAYX9TWSZLkmSJKkhGfqhyCjJ0U2q9Xvt7kllfeDkypa7epwNa+dMv9aO5Ko1fLCxko3iCwInXcS2IOPkQrU0Nq6KkKgUHl16DKPMWO4zE4EcS2cfg47pLgV9ToLuOjS8vQsLJvqjVMCqE+HEXTtR/DlQeF9XxXJdPx8KY/52UQZj3iB77NOuAApoNbRK123U9KXFwg4UPKRQKJjdvyW/TOuKm505sWk5vLchhAHz9/HH8Vvk5muqfRjpOfksOxzG/O++w0ibxw1NM3p178X2F/vR26d6FknVV31aOfD+mPbs0wQQoXEUAYpgAzZWDvoL8rNFT5/7vgCHNiKYcvjb0p+jzhOZRHfOg0YE4L7bc53VpyJRKLT87XcU241PiOu2HgHPHAVjS4g6W7x8c06aKP8IMuNEkuqx1u07E9LrSzRaBZ1j13Ju7ZeGHtLd1Hmi9y5AtyfBsU2xwxejUhn9/SE2nb+DsUrB94905uFudby3mVRvycCJ1DB5dAPgcY9YAD7cFIJGY9gP5wYVEwJrn4avO8Lhr8UEStNWMOkPePQvETDR6/ak2J5fDVnJBQ/fScki9vQ6AJLdBuBoa1E7Y7fzENuUiJq5vkZduMq2eY+aeQ1JkiRJMgQzGxjznVit595NlDL6L4/uYOEgJgRvHix2SKFQ8P7odhirFOy7EsfOixUs95QeB0k3AQW46RYnOLUFhRIyEyCtio3nqyD4dgqPLjnGkJxd7DV/HZ/866A0hlbDDDamEunLbt0pubTZhEB3vn64E7bKLJxyRWP4PKcOhSfoA2NhByq8Kl1v5fFw5m0SJXqeH9yKKfa6bG73LmLBklQ5LURfRqIvQGbxRV4D2zix95UBfDTODxcbM+6kZPO/tcEMXLCPhXuvs+pEOBuCothzOYZjoQkE304hNC6d2NRs0nPyy/W5JyIxk3mbLtLz4918sPEiXXOOAGDaYSzzxvlhZVrxcrwN0ZQenjzey5sV6iEAZB3+0TBBX60WTuvKdHWZDiojGKwru3jsh5LL8eVl6xrJPwo/9oVPPYn+fgT5ez6llzKYnd5r8Dq3QJzbfTY8vBLsvUQfLIDd80Ct63EVq/t/b+UCFvY19z4lSapxPYY/ygGP2QC0P/cRoad2GHhE/3FyKcRfAYum0P/1goc1Gi1LD4YybuFhrsem42htyq/TuzGqYzMDDlZq6OTdkNQwuXeF83/RzzwMa1Mjgm+nsuZMJA918TD0yGpXbiasmQ5XtxU+5tkbej0rMk2UJcROPXuJ9OvYi3BuJfR8BoAPNlzkVe0ZUECLnhNq6Q0g6j+DyDjRaqu/2ee1nZAaKZrWtrmveq8tSZIkSYbWciA8f15MdJVUjlKpEr0wzvwqshJaDip22NvRipl9vVm07wYv/HWOBRP9ua9DOT+g3tb1N3H0BTNbsW9sDg6tIe6ymDC2qf0PuxciU3h16Sa+VS+mv/F50CL6vYxdWPd6nemzR6LPg0ZT4r3bGH9XnBPNYD9Eae15b1043z/aFFMjFTi0En//cZfh6g7oOLFCL7/2bCT/W3cBgKf6efPCkFaw6l1xsPXwKr21Rs/aufDf5uZBaDe22GETIyWTe3gyIdCdP0+Es3DfDW4nZxVk/tyLpYkKKzMj7C1NcbAywdHKFAdrsX82PJntIdHo4yttHEwYnnUB1ODes2LfI43B26Pa8nzMg+RErsE8IZhrZ/fRqvPA2h1E+DHxvWJsAR0fEo/53g9uXcTP2gPzYdSCwvPzsuCvyaKpvcoUVCaQm4ZL/FFe0v8quI0IZI/4DLo/WfjcXnPFxGXCNQhaCZ0fh1hdmS5nWaZLkhqCvtM/5vgXF+meuR+7TTNJdN2HvWsdKHWVEQ97PxH7g94BczsAYtOyeeXv8xy4GgfAkLZOfPZgR5pamRpooFJjITNOpIZJV0fbJPoMzw4SP/znb79Cek6+IUdV+24eEkEThRLaPwAz98D0LdBmZMlBExCBiW6zxP7Jn0CjYfelGK5cPEtL5R20SmOUPoNKfm5NsHET27zMu1bjVYtTv4htwKOFNd8lSZIkqSGxdRMBi9K0HSO2lzeJyfn/eG5QK/r4OJCZq+aZP84wf/vl8mXy/rdMl15Bn5ML5Rh89doWfIf1Sz9kjfYl+qvOo1WZwpAPYOZucPGr9fHck0Nr0YsuNx0SQ0s9rbu5yDa5qPVi58UYZv12mohEXS+GgnJdG0p5dsm2XLjDy6uD0Grh8Z6eovdGfjaE7hMn1KX+JvWVl653xsUNkFtyHyEzYxXTentx8LWBvDe6HWP8XRnS1oke3vZ0dLfF29ESFxszrE2NUBZZX5SRqyYmNYdLd1I5eC2ef8/eZsmBUD7ecpmtwSJo0t+nCVsGRLHN7C1M1Blg3UyWri2BkUrJJ1MGcNikFwD7/13C+xtCSMvOu8czq5E+28RvfGEgWqGAIe8XHk8ME/u5mbDqERE0MbaAyWs491gQD6g/4528aZyxGYzW1h3Mm8AjfxUPmoC4ft+Xxf6+T0XmSoyuMbzsbyJJDYJKpcT3qd+4rvTCnhSSf5lIXna6oYcFez4SFVJcOkDnx4lPz+HPE+GM/PogB67GYWqkZN44P356vIsMmki1QmacSA2Tc3vR2C47hWlt8vjjhAW3EjJZsv8GLw1rc+/nNxRxupTqdmNh4vLyP6/DQ6IXSmIo2Vd38e56I0YoRR8QRYveovRHbTE2AytnSI8RdXUtm1bftZPD4ZouLVXfQFeSJEmSGhuvfmBqI37XRp6E5t2LHTY3UbF8elc+3XqZpYfCWLj3BpfupPH1wwHYlNU0+r+N4fVcOog+AdG1FziJTsnm3fXBZF7exQqTpaAAtXt3VOMWiqyMukplJO5rb5+G6CBwKKUHi64HSmv/3pidU3Lgahz95+9lpF8z5vr2py0LxCRqXlbZQTREKYx1527z2przaLQwMdCd90e3R6FQiEU5+VliYYtzHQw01Tde/eHEEvH/4dJGkfndaij4DBXfl0Uyrc2MVUzv7cX03qVfTqvVkp2nIT0nn8zcfNKy84lPzyEuLYf49Fzi03OIT8+hqSnManKKZkH/g2O6yXYzWxj5eemLqxo5GzNjuo6cChv2M0x5kn5Hwthy4Q7vjW7PfR1cxP+PmpKZCCHrxH7gjOLHvPpCy8FwYzfs/T8Y/Q2seliU5zO2hMf+5qZVADMWHSExzwPr1p3pMLULCtU9/p27zhQlwFJvi+yTWF3gRPY3kaQGw9bWjqRHV5L4+zC8868T9VlnrvvOpuN9T2FnbVm7g1Hnw6X1aM/8igL41/k5fl98jHMRyQXVEds2s+HbhwNo5Wxdu2OTGjV5VyQ1TCrjglraJnfO8NpwXwCWHblZuyuDDC1el8rv6Fux55laQcBjANza+g23k7MYZaprSmqI1YV2ukZf1d3n5MxvgFZ8aC1tIkKSJEmSGjojk8KyS6VkJRiplLx9fzu+muSPqZGSPZdjGfe9qDFdIo0abotFF3cHTnQT7tHB1TD4smk0WlYcu8XQL/ez42IMgcrrAKhbjUQ1Y1vdDproldEgvkC06IHSvH1P/nqyJ318HNBoYfOFO4z8O5VYpSPkZaK+trvUS2g0Wjafv8PIbw7y0uog8jVaRvu78umDHVHqUxn05V9bDav+8qmNUevh0GMO2HqAOgdC98L2t2BhV/jGH/Z/Dumx5b6cQqHA3ESFo7Upnk0t8XOzZUAbJyZ28eDpAS155/52fNMpmndvPk6zfa9AUpioIT/4XXghGNqNqcE3W/9Z+40AIzOaK+MY1CSO2LQc5qw8w/TlJwm+nUJ2nrpmXjholfj+cOlQ2C+qqCHvie2Fv2HZSBE0MbGCKf8Sax/I1GUnSMzIxc/Nhh8e64zxvYImIBavDdA1Zz64oOBnjMw4kaSGpYVPO24O+ZEErS2u2hj6XfqAtAUB/LXkY87dikNbwz2dNKkxxG3+PzLmt4c1M1BoNWxS9+Cl45acDRdBEz83G14d3oa1z/SSQROp1smME6nhcu8Ctw5DxAlG3v8YLR0tuRGXwR/Hw5ndv6WhR1c74vSBk0pk2XSdCccX0Sr5MO0V99FJe0k8boh61rYeYtVqcjUGTtR5usAJ0GVG2edKkiRJUkPXdrSYdLu8CYZ9VOqk+AOd3PFxtOap308RGp/BuIWH+Xh8B8b4uxY/Me6yKC9lYn33fYi+4XnCdVGeyKRmVjVej03nzX/Pc/JmEgABHnbMaKKFq6DyCKw/K+sLGsSXEjjJy4ZY3X1aM3/8be1YMbM7l+6k8suhMNafi2JzbmemG21n4+qfWNvciUDPJgR6NsHfww5zYxVbLtzhuz3XuBojAmHWpkbM6OPF3EE+qPRBE60Wrm4X+7JMV/VQGcOIj2H4/0H8VdF77/pOuHVEZFrv/T/Ru6L9eFFOyS2waq+Xmwl/TxdZQ5ZO0Ps5cR9cQ/8HGxwTS9EH6soWfuxyh+80vVm87wb7rsSx70ocCgW42prj7WiJl4P4E+jZhPautoX/jypKq4VTujJdgdNL/tnczB/8HoTgf8TPCVMbmPwPl4x8eWLhYaJSsvGwN+eXaV2xMq3AFJD/I3DkW/G9CaL8c2U+V0qSVKd17juKjIALnN78Dd5XfsaDWCZFfUb4z78w33oqll0eYXh7Z3ycqidoEZmUyYmD23G9vJzAzIM4IoLOiVorVqsH8CMTGOzrxOC2zgzydcLFVpZUlwxHBk6khsu9m9hGnkKpVDC7f0teXXOepQfDmNarBWbGKsOOr6ZptRCnu8l1qPgNbratF8GqALqoz/GL9WIUuWpxHXsDNAzTZ5wkh1ffNa9sESVJLJ1EU1xJkiRJasx8hoheGkk3ISZYrGwuRQd3WzY824dn/jjDibBEnlt1ll0XY5g31g9bC13pLn2ZLrfOogF9UVZO4vdvRqyY8P9vD5RqcPJmItN+OUFGrhoLExWvDm/D4z1boFr2oTihiVe1v2aN0WecRJ2D/FyRIVRUbAho1SJzwKYwgNW2mQ3zJ/rz6og27NueDMHb6as9zQtXY9mva66qVIC9pQnx6bkAWJsZMaO3FzN6exX+W+olhorsX5VpYW8OqXooFGJC2rGNaMydmwGXN8PxH0Xj7/N/ij9uXaDfK6JfYWXcOqwrteYOz566Z9k2qQS+98OVLRhf3cJLT7/F2ABXPt58iRNhiaTl5HM7OYvbyVkcvBZf8BQbMyN6tXSgt09Tevs44OVgWf7SXrcOiybtxpbQYWLp5w38nwhsKlQwZS170t15duURMnLVeDtYsnx6N5ysKzj5qDISzZlXTxFf27eU3zOS1EBZWtsS+PC7aHNeImLXD9id+YHmxPFaxgIm7LBg/nZfvB0tGdbOheHtnfF3tyvMRi2H1Ow8tpy/w9qzt4m+eZG9Ji+jVIhslrPa1hyxH0d+m9EEeDfjSAt7zE0a+HydVG/IwInUcOnLQsRehOxUxga48dXOq0SlZPP36Uim9PA07PhqWlq0aKqlUELTimfYfL3rGtezBrPU5BzOubqARRsDrS608xDb6izVpW8K33mKWO0nSZIkSY2ZiaWok39ls+i1UEbgBMDBypQ/Znbn+z3X+X7vdTYERXEiLJEFE/3p08qh9P4mei4dRE3+6PMlB05yM8VkciUm6Y6HJjB9+Ukyc9V087Lnq0kBuNnprpOk6+dgiIUgleXsVxhoCloJgdOKH7+jK6HTzL/E1ehO1mY8NHYcBM+mqSKNz0a6czhKy+lbSdxOziI+PRdbc2Oe6OPFtN4tSu9bo1917tgaTCyq7e1JJTCxhI4PiT+3T8PxJRDyrwiirHoEntpfGFCriBt7xNZnsJwAr6zWI8Tnq5gLkHSTlo4t+HlaV7RaLQkZuYTFZxT8uRqdxombiaRm57MtJJptIdEAuNmZ81iP5jzarTl2FiZlv54+26TDhLL7TDZtCXNOoDWxZNnpJD7afAqNFnq1bMqixwLvDoSWV9vR4NoZos6AsyzTJUkNncLUCo9Rr8HQueSunoHJ9a3MdjjHM4ntCI3LYPH+GyzefwMjpQIHK1OcbUxxtDbD2cYUBytTjFV334dcupPGzksx5OZrAJiiuoBSoSXRqhUJQ7+lg18POpWnhKAkGYAMnEgNl7WzyFRIDoeoM5h4D+DJft68v/EiSw7c4JGuHhg15B/O+v4m9t5gZFqhpwZFJLPkwA3QdiLLwg3zzNvigKHKMtjpglzVlXGScANC9wEK6Dy1eq4pSZIkSfVd29GFgZOBb93zdGOVkheHtmagrxMv/nWOsPgMJv98nGm9WvBuxEnRTLG0bBIXP13gpIQ+Jzlp8GM/yM+BuScrVEbo6I0EZiw/SVaemr6tHPjp8S6FWcY56SLbFMC+HmWcGJlAnxdh+5twYIEon1P03k5fwktf0qskxuZg5QLp0Uzy0TCpv+iTEJ2STWhcOh3cbbEuLWCipw+cOLSuwpuRKswtEMb/CMPmwdrZ4v/NscXwwKKKX+u6rsdNy0HVO8bGxLIpePaGmwdFVlDPOYDoL+NgJSYOu7awLzg9X60hOCqVw9fjOXw9nlM3RcDy821X+Hb3NR7s7M6MPl60dLS6+7Uy4gv7TnWZfs+h5Vs14/2NIaw4Jj4zPdzVg3nj/MrX06Q0CoVoOL/9Lej2VOWvI0lS/WJigUm3GXB9K0M4xem3l7L3agI7QqLZdyWO9Jx8olOziU7NBlLKdclWTlY80NmN6bdXwTWw7zYJe/9eNfs+JKmKZOBEatjcu4rJ9oiT4D2ASV2b892e60QkZrHp/B3GdXIz9Ahrjr6/SQXLdOXma3htzXk0Whjj7465xyzY9T6YNyksf1bbbHUZJ9XV4+T0crH1GQJNGnjmkSRJkiSVV5sRoDQS2bonl4p+Z+UQ4GHH5uf68MmWy/x+7Bb/HgnhfTPdfYhbaYET3SR/9IW7jx2YL8pCAYQfFb+vy+HI9Xhm/HqS7DwN/Vo7smRKYPHSrEk3xda8ifhTn3SZDoe/Edm3Z38v/m8TXSTjpCxNPCE9WvTO0DWYdrE1K3/tcBk4MSwrJxHQvLEbgtfA0A/EY+WVEikWVimU4N2/5sbZGPjeLwInlzYVBE5KY6RSEuBhR4CHHXMG+pCVq2bLhTv8fCiMi3dS+eN4OH8cD2dgG0cmdfWgm1dT7C11WSjB/4I6F5oFgGunEq+fkpnHuchkzoUns+dKLEERySgU8NbItszs61X+kmBladYRpm2q+nUkSapfvPuLXnVpUVgnXGCMfxfG+LuSr9YQn55LTGo2sWk5Bdv49JwSm8nbWZgwqkMz2rvaoABYcEwcaNG3Vt+OJFWGDJxIDZt7N9EkL/IEAOYmKmb08WL+9iss2neDMf6uFarLWK9UsjH8wr3XuRKTRlNLE94f0x5ULSEmRKxMUxnoR4a+VFdOCmQlg7ld5a+VnwNnV4h92RRekiRJkgqZN4G+r8D+T2HzK2BmJ8rDlIOFiRHzxvkxuK0Tf6/+HdQQpXDBSGtNiVO7zn5iGxMCGk1ho/b4a3D0h8Lzwg6WK3By+Ho8T+iCJgPaOLJ4cuDd/ez0wZj6VKZLz9gc+r4MW1+FA19AwGQwNgN1XmHWzj0DJy0g4nhhAKmi4q+JrUOryj1fqjr3LiIYefuUWAjU/7XyP1dfpsstsP4FDusa3/tg2+sQcQzS48DKsdxPNTdR8WCgO+M7u3E8LJGfD4Wx61IMe6/EsfeK6D3U0tGSbl72zI3djhuQ4DmS0JuJJKTnEJ+eS0J6LrcSMjgXkUxofEbx6xur+ObhAIa1d6nOdyxJUmNkZAqth4tg/aUNBVnERiplxRZeFBV3BTLiwMhclAGUpDquAdcpkiTAQ1dXO/KkaJYOTO7hiZWpEVdi0th9OdaAg6thlQicXLqTysK91wH4YGx7sdrJzAYeXAoBj9bEKMvHxFI0PIW7+5wk3RL9SsqbjXJxA2Qlgo0btBpWveOUJEmSpPpuwBu6bAYtrH1KNBuuyNPbOPF/XbIAOJHvzaM/HScuLefuE5v6iGb0eRmFfUe0Wtj2BmjyCid2ww7c8zUPX49nxnIRNBnk68SP/8000dO/Tn1qDF9U58fF/UtaFJz5TTwWfxXUOWJF6L3el770adKtyr2+zDipG7rPFtuTSyE/t/zPKyjTNbj6x9TY2DUXgUqtBq5urdQlFAoFPbyb8tPjXdj78gCe6ONFKydRrutGXAZ/nriFxR2xKnvmfjMmLj7K7BVneHtdMF/tusq/Z28XBE1aNLVgXIAr749ux44X+8mgiSRJ1aft/WJ7aWPBnFqV3Dwoth7dRClSSarjZMaJ1LA5dxAfyrOSRF8LBx9szY2Z3MOTxftv8MO+6wxp61Q9Kcx1TXzFAie3EjKYu/IM+Rotw9s7M6pDsxocXCXYekBmgii95tJBrE499TPsfE9MuqAQK1IDp4peLKU1fD+ta7DYearhMmgkSZIkqa5SKGDkfMhOhQurYfXjMPkfaNGn3JewSxQ9N26YtuV6bDqP/nSMVU/2wMGqSF8OlRE4tYWos6JcV9OWcHUbXN8FSmN46Hf49X64c67MbNOLUak89ftpcvI1DPZ14ofJnTE1KiFoAvU74wREhknfl2HzS3DwC+g8pUhj+I6FWTuladJCbJMrETjJSBD30yjAvmXFny9Vn3ZjYcfbouzaxfXQceK9n6NR6/r7IRrDS1Xne7/oL3RpkwhqVkELB0veuV80Xk/KyOXkzURuXTpBk+B0MrSm3DRpRQsrC5pamdLU0oSmVqa42JjR0d0Wfw+7wtJekiRJ1c1nKKhMxT1U7EVwbl+16908JLayTJdUT8hZQ6lhMzIRNWEjjomsEwcfAJ7o48Wyw2GcDU/mWGgiPVs2New4q1tmokh/hHKtCtx9KYYX/jpHWnY+jtamzBvrV/eCSXbNxeRJcgQkhsH6uXBL90vXtjmkhMP1neKPpRN0egw8uot6zimRIlMlOUKUbVOoxGSDJEmSJEl3Uyph3A+iSfvVrbDyYZi2sdQa+8XkpItyUMAjDzzI6vVZXNMHT2b1oGnR4IlLh8LASesRItsERM8Ar74iKyXhOtw6Ikrj/Ed0SjYzlp8kPSefHt72ZQdNQNw/QP1qDP9fnabAoa/Efc2pZWJBCdy7TBcU9nWrTKkufbaJnQeYWFT8+VL1MTKBrk/A3v+D44vKFziJOgvZyWBqK0ujVBff+8W/Qeg+8bPS1LpaLtvE0kRkjKRFQTBY+PTh7JRR1XJtSZKkCjO1EgH3K1tEoLgqgROttkjgpPwLciTJkGSpLqnh09Vh1Pc5AXC0NuWhLqJvxg/7rtfeWDQa8QG3OlIcy6Iv02XbXJS5KnU4Wr7ceZUnfj1FWnY+nZrbsXFuH5xsKlGrsqbZNRfbcytgUS8RNDG2hPsWwPNB8OwZ6P2CCJpkxIpJhVUPw5ZX4PDXxXrd4DcebFwN9U4kSZIkqe5TGcPEZWJFYG4a/D6+8P6iLAfmQ3YKNGmBq293/nyyJ07WplyNSeexpcdJzChSWsi5g9jGBMPR78WEvnUz6PeqeFy/GlFf1qGI9Jx8pi8/SXRqNi0dLflxcpeygyZQJHBSTzNOQEya6/9+Dn0pFgcBuHS893P1pbqSI0QGQkXIMl11S+B0UJnA7dMQeere5+v7m3j3lxnX1cWprfhZos4RmXLVTfdzTyEnFyVJMjTfIuW6qiL+amF/EzcZxJfqBxk4kRo+j25iG3my2MNP9vNGpVRw8Fo8+67UUq+Tcyvg6w5w/MeafZ24y2LrWPqH2+TMXGb8epJvd4tGn1N6ePLXkz0r1+CrNugDJ9EXIC9TTKY8fRi6zRIrY5u2hKEfwEsXRXmPVsPFJEKbUdDtKRj2EUz8FWbtgXGLDfteJEmSJKk+MDaHR1aJTJOsRFg5SaysLk38dTi6UOyP+BRURng5WLLqyR44WptyOTqNh5ccJSY1W5zjogucRJwQpacAhn4oVjcCePUT2//0OclXa5jzxxku3UnFwcqE5dO7YWtRSonOgiflFPZJq689TvQCHhVBkIw4kUkA5cs4sXEVZdA0eZB2p2KvqQ+cNJWN4esEK0fooMs0Obbo3ucX9DcZVHNjamwUCvDVZYJc2lS919Zo4NZhsS/L2UiSZGhtRoqqHTEXCsueVkax/iamZZ8rSXWEDJxIDZ+7rkF8TIgoH6HjYW/B5O5iMv65VWe5lZBR82O5qbsBPr6oZrNOClYF3t3fJF+tYUdINKO/P8S+K3GYGin5YqI/88b5YWJUh38kOIm6vwVZJo9vKLnUhsoY2o2Bx1bD7IPwyEq473Po9Sy0HwdugXKlnSRJkiSVl6k1PPaP6DWWFAabXy75PK0Wtr0uJuV9horSWzotHa1YNatHQebJhMVHxH2XvtxDVqJYFOHRo3AyGAonDGOCISNe9zJa3lkfwv6rcZgZK1k6tSse9uUoHZUcDmjFfYSVUyX+IuoQlTH0f73wayOz8mWCKFWi1BZUvFxXvFhog4MMnNQZ3Z8S24vrILWMQFh2SuECMhk4qV6+o8X22g7Izy373IqIvSh6ChlbgmtA9V1XkiSpMizsC0trVSVQLPubSPVQHZ4llaRqYuMKNu6g1RSuytN5a1RbOje3IzU7nyd/O01GTn7NjkW/0jHpZkH97xpRkHFSGDiJSc3m293X6Pv5Xp78/TQRiVl42Jvz7zO9eDDQvebGUl1a9IHJ/8LcE4VZJpIkSZIk1TzLpvDgUrHa8PxfEPTn3edc2VrY2H3Ep2I1dhE+Tlb883QvPJtaEJGYxYTFR7mcTGHDchRioUPR51k5gpMuuKJbpfjjgVBWnQhHoYBvHu5EgIdd+d5DQWN4r7vGVi91nFRYcsy5ffkXhejLdSVVsEG8LNVV9zTzh+a9QJMPp34u/bywA6BVi55B+j43UvVw7yrKBOekws0D9z6/vPSTi817iECpJEmSobXVBYovVzJwotUWLiRu0bt6xiRJtUDOPEqNg77Pya0jxR42NVKxaHIgjtamXIlJ49U1QWhrMhNE38AT4NzKmnudON2HW8c2nAhL5OkVp+n96R6+3HmVOynZ2Fua8FR/bzbO7UN7V9uaG0d1UihEUzLbehDkkSRJkqSGpnkPGPCm2N/0EiTcKDyWlw3bdcd6zgEHnxIv4WFvwd+ze+LrYk1cWg4PLT5Kop2fONhleonlpvKaiw/XJ/euZ9AX+/h0q1gc8s6odgxv71L+8TeExvBFqYxEWTOFEtrcV/7n6QNVFck4ycuGZF2gRQZO6hZ91smpZeLfqSQFZboG186YGhOlEnx1//+qs1yXvpyN7G8iSVJdoS9NGHEc0qIr/vz4a6IXrZGZqAIiSfWEDJxIjYM+Lf3Id4UfnHWcbcxYPLkzxioFWy5E88O+GyVcoBqo8yE1qvDrkHWQl1X9r5OTBqmRAGyNseGhH4+yNTiafI2WLp5N+HpSAEffHMSbI9tiZ2FS/a8vSZIkSVLD1PclUV4hLwPWTBd9Q0DcX/23sXspnKzN+OvJngR6NiE1O5+J10dwNfAdonu8w7mIZLaHRPPb0Zt8vu0yj/50jOeO2QBgH3uM0LgMVEoFcwf6MKNPBQMg+oyT+t7fpKi2o+GNcOhbSvm0kugzDpIrkHGSGCoyt01t63+Zs4bG935RRi8zHoL/ufu4Vgs3dIETHxk4qRH6cl0h/8K1nVW/nuxvIklSXWTjWlgGvzJZJ7K/iVRPyUL/UuPQaTIErYLwo/DvkzB9a7GSBoGe9rw/pj3/WxvMgh1XaOdqw8A21fzBMPW2SJNXmYoPnSkRoqyF3/jqfR1dKYV8c0de3CA+FN/fsRlzB/ng62JTva8lSZIkSVLjoVTB+CWwqBfcCYLdH0L32YWN3Yd9VNjYvQy2Fsb8/kQ3Zq84w4GrMOywPRw+WuK5NrRBbaSkpfIOyx50J7BDO2zMKlG6JkmfceJd8efWZabWFTu/MqW6Eor0N2kIZc4aEpURdJ0Ju96D3R+Aaydwbld4PDFUZLwrjcFTlkapEV79REnB2BD4YwK0Hy/KFVo7V+56sr+JJEl1VdvRomfWpY3id09FyP4mUj1VoYyTTz75hK5du2JtbY2TkxPjxo3jypUrxc556qmnaNmyJebm5jg6OjJ27FguX75c7Jzw8HBGjRqFhYUFTk5OvPrqq+TnF+8tsW/fPjp37oypqSk+Pj4sX768cu9QkkB80H/gRzC1gcgTcGD+Xac81t2TR7p5oNXC86vOcjO+mpvF68t02bqLutRQco3wqtKV6QrKcSY7T0O/1o5883AnGTSRJEmSJKnqbFxh7A9i/+j3sOoRyM8Sk7J+D5b7MhYmRix9vAvjO7kBoFIqaGZrRoCHHcPbOzO1pycfjGnPupfvQ+kqSngNNL1SuaAJFOlx0sACJxVVmVJdsr9J3dZlhpi4T4+BZSMh8lThsRt7xLZ5j3IFNaVKMDKBJ3ZAz7midF7Iv7CwqyifptFU/Hqyv4kkSXWV7/1ie/MQZCaW/3labZHAiSxBKNUvFQqc7N+/nzlz5nDs2DF27txJXl4ew4YNIyOjcII5MDCQZcuWcenSJbZv345Wq2XYsGGo1WoA1Go1o0aNIjc3lyNHjvDrr7+yfPly3n333YJrhIWFMWrUKAYOHMi5c+d44YUXmDlzJtu3b6+mty01Sk084f6vxP6BzyH87ubs749pX9As/pk/zqDWVGO/E31jeLvm4P+w2L++C9Jjq+81AE3sJQBCcpvR3N6Cbx8OQKWUqwMlSZIkSaomvvdBN11vhZgLYrJw5GcVzkYwMVLy5aQAgj8YztWPRnL0zcGsm9ObH6d04YOxfkzt1QJvRysU+tWJYfsrN16NujDDoqH0OKksfeAkPbr8JWPji2ScSHWPmQ1M2yRKqGQnw69jIHSfOFbQ32SQoUbXOJhawfD/g1l7oVkAZKfAphdEIEv//6e8ZH8TSZLqqqYtRaBekw9XKzA/K/ubSPVYhQIn27ZtY9q0abRv3x5/f3+WL19OeHg4p0+fLjjnySefpF+/frRo0YLOnTvz0UcfERERwc2bNwHYsWMHFy9eZMWKFQQEBDBy5EjmzZvHwoULyc3NBWDx4sV4eXnxxRdf0LZtW+bOncuECRP46quvqu+dS41Thwki20OrgX9nipvaIvTN4m3Njbl4J5XVpyKq77X1GSd2zcUHT7cuonTXhb+r7zWA6xfPAHBL6cGSxwNlHxNJkiRJkqrf0A/BuYPY7/IEuHSo9KWsTI3KXuTh1V9sww5U7gVSIkGTByoTsHGr3DUaCvMmYKIr75VczvvcgowTGTipsyzsYco68B4gehD9MRGC/y2chJf9TWqHawDM2iNKdZlYQcQx+LEfnFtVvufL/iaSJNV1bXV9nS6sLn9Wnf53kXtX2d9Eqneq1Bw+JUVMOtvb25d4PCMjg2XLluHl5YWHhwcAR48epUOHDjg7F9b8HD58OKmpqYSEhBScM2TIkGLXGj58OEePllz7GCAnJ4fU1NRifySpRPfNF8GL5HDYcncDU2cbM54fLD4YfrHjCmnZedXzugWBE/F/gYBHxDaonDfS5bAhKArjRPHhdki/vrI8lyRJkiRJNcPYDCb/A/d/LXqb1KTmPUBpJO6lKlJiSk/f38TOU5RvbcwUioqV69Jqi2ScyFJddZqpFTy6WkxqqXNhzXTITQcLh8Igp1TzlCro8TTMOS6CvnmZsG42rJ0NOellP1f2N5Ekqa5rP05sb+wRfZ3S4+79HBkQluqxSgdONBoNL7zwAr1798bPz6/YsR9++AErKyusrKzYunUrO3fuxMRErHqPjo4uFjQBCr6Ojo4u85zU1FSyskpOKf/kk0+wtbUt+KMP1EjSXcxsYfxSUVbi/F9w/u6Mjyk9PfF2sCQ+PZeFe29Uz+sWBE50TTnbjxeNGqMvQHRwlS9/MSqVt9ecpLlClP7q2b1Xla8pSZIkSZJUKmtn6DJdBFFqkqmVyNQFCDtY8efL57tjDQAAMIVJREFU/ibFNdHdiyaXo0F82h0x+a5QQZNGXuasPjAyhQnLIeCxwsdaDgJlldZLSpVh6w5T1sKgt8XnzqBVsGRA2Z/7ZH8TSZLqOqe2MHYhGJnDjd2wuE/ZGcGyv4lUz1X6DmrOnDkEBwfz5593N7d+7LHHOHv2LPv376d169Y89NBDZGdnV2mg9/Lmm2+SkpJS8CciohpLLEkNT/Pu0O81sb/5JciIL3bYWKXkf6PaAvDLoTAiEjOr/poFzeF1QT0Le2gzQuyfr3yT+Ow8NYv23WDSkqO45kehUmjRmtmClfO9nyxJkiRJklQfeOn7nFSiXFeiLuOksfc30dMv4ilPxom+TJe9l2iCLdV9KiMY8z30eg5MbaDTZEOPqPFSqqDfqzB1E1i7QsI1+GkQnPxZTCb+l+xvIklSfdBpsihL6Ogreqb9Ogb2fiJ6yv1XwnVIj5H9TaR6q1KBk7lz57Jp0yb27t2Lu7v7XcdtbW1p1aoV/fr1Y82aNVy+fJm1a9cC4OLiQkxMTLHz9V+7uLiUeY6NjQ3m5uYljsnU1BQbG5tifySpTP1eFSvnclLh9pm7Dg/ydaKPjwO5ag2fbr1ctdfSqCH1tti3a174uL+uXNf51aDOr9glNVr+OR3JoAX7+GzbZdKy8xnskASAwqFNhRu0SpIkSZIk1Vle/cQ27EDJE45lkRknxVWkVJcs01U/KZUwbB68EQ7e/Q09GqlFb5h9CFoNB3WOWLi37hnIK7K4VPY3kSSpPnFuJ4InnSYDWtj/qQigXFgDd4IgN0OcV7S/SU1nKEtSDahQ4ESr1TJ37lzWrl3Lnj178PK696otrVaLVqslJycHgJ49e3LhwgViY2MLztm5cyc2Nja0a9eu4Jzdu3cXu87OnTvp2bNnRYYrSWVTGRV+gM6IveuwQqHg7fvbolTA5gt3OHkzsfKvlXYHNPmiNJe1S+HjPkPB3F5E4EP3lftyB6/FMeq7Q7z8dxBRKdm42prx5UP+vNJJN5Hg2KbyY5UkSZIkSapr3LuBylSsbNRP5peXPuNElpoSKlKqqyBwIhvD10tyIVXdYdkUHvkThs7Tle5aCcvvg9QocVz2N5Ekqb4xsRRlu8b/BCZWcOsQ/PME/NgPPnaFL9vDvs/EuTKTTqqnKhQ4mTNnDitWrGDlypVYW1sTHR1NdHR0Qd+R0NBQPvnkE06fPk14eDhHjhxh4sSJmJubc9999wEwbNgw2rVrx5QpUwgKCmL79u28/fbbzJkzB1NTUwBmz55NaGgor732GpcvX+aHH35g9erVvPjii9X89qVGz8pJbDNKbmjl62LDpK4iQ2TepotoNBVc4ahXUKbLrXhTUiMT6DBB7JezSfyyw2FM+fkEl+6kYm1mxBsjfdnzygDGd3ZHoS+nIAMnkiRJkiQ1JMZmotQqwM0KlOvSagubw8uME6GgVNete2fv6O8tZcaJJFWdUgm9n4PJ/4J5E7h9WvQ9CT8u+5tIklR/dXwIntwPgdPBowdYNBWPp0aKBS8A3gMNNz5JqgKjipy8aNEiAAYMGFDs8WXLljFt2jTMzMw4ePAgX3/9NUlJSTg7O9OvXz+OHDmCk5OYoFapVGzatImnn36anj17YmlpydSpU/nwww8Lrufl5cXmzZt58cUX+eabb3B3d2fp0qUMHz68im9Xkv7D0lFs00sOnAC8NLQ1G4OiOB+Zwrpztxnf+e7ydPdU0Bi++d3H/B+BE0vg8ibITgWz0svMJWbk8uUO8QH20e7NeXVYG5pYFqk3HXdFbB19Kz5GSZIkSZKkuqxFP1GqK+wAdJ1Zvuekx0BepljhXdJ9WGOk/3vISRUr3C3sSz9XluqSpOrXciDM2gt/PgaxIbB8lFhgB3JVtiRJ9ZODD4z+uvDrjATR1yn+KphaFy5+kaR6pkKBE+09ViS5urqyZcuWe17H09PznucNGDCAs2fPVmR4klRxBRknd5fq0nO0NmXOQB8+23aZz7ZdZoSfCxYmFfqvA8kRYlvSB3bXTmDfEhJviHJd7caUepnv9lwjLSef9q42fDTWD6WySPq9Ol803gL54VaSJEmSpIbHs5fYRpws/3P0Zbps3WVzcz0TC7ByFkGl5FulB05y0sVqUYCmPrU3PklqDOy94IkdsP4ZuLi+sOeQ7G8iSVJDYNlU/Gnew9AjkaQqqVRzeElqMAoyTkoPnABM790CD3tzYlJzWHIgtOKvo68hbVtC4EShgJaDxH5Y6aUnwhMyWXFMXOfNkW2LB01AlKHQ5IGxBdh6VHyMkiRJkiRJdZlrAChUkBZV2BfgXmRj+JKVp0G8fkGOhUPZWSmSJFWOqRVM/BUGvQ0oxP812d9EkiRJkuoMGTiRGjd94CQjvszTzIxVvDGiLQBLDoQSl5ZTsddJKSPjBMC7v9iG7S/1EvN3XCFPraVvKwf6tHK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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**5.使用Savitzky-Golay滤波器平滑**\n",
        "\n",
        "Savitzky-Golay 滤波器是一种数字信号处理中的平滑滤波器，它在许多领域中都得到广泛应用，包括时间序列和图像处理。该滤波器使用基本思想是对原始数据进行多项式拟合，从而估计平滑后的数据，并在拟合过程中去除噪声和异常值。相比于传统平均滤波器，Savitzky-Golay 滤波器更适用于非线性信号和不同窗口大小下的平滑滤波。"
      ],
      "metadata": {
        "id": "tRcGmks4IgE6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def savgol_filter_smooth(data, window_length, polyorder=5):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = savgol_filter(data, window_length = window_length, polyorder = polyorder)\n",
        "    smooth = pd.Series(smooth, index=data.index)\n",
        "  else:\n",
        "    smooth = savgol_filter(data, window_length = window_length, polyorder = polyorder)\n",
        "  \n",
        "  return smooth\n",
        "\n",
        "\n",
        "savgol_filter_smooth(cyb.close, 10).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "aVkOr-0zv9zs",
        "outputId": "8c2f6bdb-89d3-4a56-c327-b1dc1adff5f7"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**6.使用偏微分方程平滑**\n",
        "\n",
        "使用偏微分方程（Partial Differential Equations，PDEs）来平滑数据是一种常见的方法。偏微分方程有许多种类型，但其中最常用的就是热传导方程和Perona-Malik PDE。它们的基本思想是通过计算数据点之间的差异来确定数据点的变化速率，并根据这些速率来调整数据以获得更平滑的曲线。"
      ],
      "metadata": {
        "id": "buwS6zcNIpqT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_diff_mat(n: int):\n",
        "    '''\n",
        "    Get the first and second differentiation matrices, which are truncated\n",
        "    to find the derivative on the interior points.\n",
        "    Parameters\n",
        "    ----------\n",
        "    n : int\n",
        "        The total number of discrete points\n",
        "    Returns\n",
        "    -------\n",
        "    [Dx, Dxx] : np.array\n",
        "        The first and second differentiation matrices, respecitvely.\n",
        "    '''\n",
        "    \n",
        "    Dx = (\n",
        "        np.diag(np.ones(n-1), 1) \n",
        "        - np.diag(np.ones(n-1), -1)\n",
        "    )/2\n",
        "    \n",
        "    Dxx = (\n",
        "        np.diag(np.ones(n-1), 1)\n",
        "        - 2*np.diag(np.ones(n), 0)\n",
        "        + np.diag(np.ones(n-1), -1)\n",
        "    )\n",
        "    \n",
        "    # Truncate the matrices so that we only determine the derivative on the\n",
        "    # interior points (i.e. we don't calculate the derivative on the boundary)\n",
        "    return Dx[1:-1, :], Dxx[1:-1, :]\n",
        "    \n",
        "def _heat_smooth(p: np.array,\n",
        "        k: float = 0.05,\n",
        "        t_end: float = 5.0) -> np.array:\n",
        "    '''\n",
        "    Solve the heat equation using a basic finite difference approach.\n",
        "    Parameters\n",
        "    ----------\n",
        "    p : np.array\n",
        "        The price array to smoothen.\n",
        "    k : float, optional\n",
        "        The step size in time (keep < 0.1 for accuracy)\n",
        "    t_end : float, optional\n",
        "        When to termininate the algorithm the larger the t_end, the smoother\n",
        "        the series\n",
        "    Returns\n",
        "    -------\n",
        "    U : np.array\n",
        "        The heat equation smoothened time series\n",
        "    '''\n",
        "    _, Dxx = get_diff_mat(p.shape[0])\n",
        "    \n",
        "    U = deepcopy(p)\n",
        "    t = 0\n",
        "    \n",
        "    while t < t_end:\n",
        "\n",
        "        U = np.hstack((\n",
        "            np.array([p[0]]),\n",
        "            U[1:-1] + k*Dxx@U,\n",
        "            np.array([p[-1]]),\n",
        "        ))\n",
        "        \n",
        "        t += k\n",
        "        \n",
        "    return U\n",
        "\n",
        "def heat_smooth(data, k=0.05, t_end=1, window=21):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = data.values.copy()\n",
        "    for i in range(0, len(smooth), window):\n",
        "        smooth[i:i+window] = _heat_smooth(smooth[i:i+window], k, t_end)\n",
        "    smooth = pd.Series(smooth, index=data.index)\n",
        "  else:\n",
        "    smooth = data.copy()\n",
        "    for i in range(0, len(smooth), window):\n",
        "        smooth[i:i+window] = _heat_smooth(smooth[i:i+window], k, t_end)\n",
        "    smooth = _heat_smooth(data, k, t_end)\n",
        "  \n",
        "  return smooth\n",
        "\n",
        "\n",
        "heat_smooth(cyb.close).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "7LWUfFm_179g",
        "outputId": "0a6b752a-3d1d-41a1-a916-6b07395da20b"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ],
            "image/png": 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zJiIios6a6t+r1/zS008/TVBQUM1PbGxsvetERKQdKy+EglRzP6IvaXmlvLnUnDfyx2l98PZwa/geoT3Nba6ZJAkP9ObSpGievnIAv446CEDssGlcecsDODx8CSk7SGzxcXNA0p2Jk5hGJk4AIgfAdbMhom/Da52M2JEADLLsY/HOw41/5vGOpYDDBp7+EBAFkQPN46eac7LtC6goNLe2quY9X0RERERERETkLNDkxMmMGTPYtm0bH3/8cZ3jf/rTn8jPz+fHH39k3bp1/O53v2P69Ols3XqKb7u2gEcffZSCgoKan7S0tFZ9noiItIKcneY2IBp8OvH09zuptNoZm9CZSX0jTn1ttTDnDJS8FLMCo1pFMaStAaD/OZcxtFccRv8rzXMbzCHxOByQ0cSKk6YK643Vwx8/o4K03etwNKdlVnWbrtCeZgVMVJL5e9YpEif7fjS3VaWnrkwREREREREREekgmpQ4mTlzJvPmzePnn38mJqZ2+O3+/ft55ZVXePfdd5k4cSJJSUk88cQTDBs2jFdffRWAyMhIcnJy6tzParWSl5dHZGRkzZrs7Ow6a6p/r17zS15eXgQGBtb5ERGRM0yOczB8RF9W7j/Kd1uzsBjw+MX9MAzj9O4REGVWXDhsZgVGtUPLwV5lDm4P6W4eG3Krud3+JZTlQ0EalOSAxR2iBrbQSzXAYsESOxyAbmU72H64Ga0maxInZruymnc42YD4svyaZBJQd19EREREREREpINqVOLE4XAwc+ZM5s6dy8KFC4mPr9trvrS01Lyppe5t3dzcsNvtAIwePZr8/Pw6A+UXLlyI3W5n5MiRNWuWLFlCVVVty5Dk5GQSExPp1KlTY0IWEZEzyXHzTZ5bYLbaumFkHImRAad/D8Oobdd1ZHft8f0/m9se59UeixlmzlKxlsHWTyF9nXk8oj94+DTxJRrP0nUUAEMte1i4K6eB1adw5LiKE6ht1XVkN1SVnbj+wCIzwVQtbXXTny0iIiIiIiIicpZoVOJkxowZfPDBB8yePZuAgACysrLIysqirMz8MKZ3794kJCRw9913s2bNGvbv389zzz1HcnIyl19+OQB9+vRhypQp3HnnnaxZs4bly5czc+ZMrr32WqKjowG4/vrr8fT05Pbbb2f79u3MmTOHl156id/97nct+/YiItK+5JiJk4LAXqw7dAzDgJnnJzT+PqHOdl3VFRgAB5yJk+4Tao8ZBgy5xdxf/35tm66mzDdpjtgRAAw1mpk4+WXFSWA0+IaayZHqpNTxqtt0VSdYlDgREREREREREWlc4uS1116joKCACRMmEBUVVfMzZ84cADw8PPjuu+8ICwvjkksuYeDAgfz3v//l/fff56KLLqq5z4cffkjv3r2ZOHEiF110EePGjePNN9+sOR8UFMSCBQtISUlh6NChPPTQQzz++OPcddddLfTaIiLS7jgckG226lpWGA7A4NhgIgK9G3+vmgHxe81tYSYc2QUYEH9u3bUDp4ObF2RvhS2fmMe6DG3CCzRDl2E4MOhqOUJG+kFyiysafw+Ho/Z9qxNHhlHbritr84nr9/1k7p/7BzDcoDADCtKb9g4iIiIiIiIiImcJ98YsPp2BtT179uTzzz8/5ZqQkBBmz559yjUDBw5k6dKljQlPRETOZEWZUJ4Phhufp/kBBVzYt/65Vg2qrrjIdbbqOrDI3EYPAt+Qumt9Q6DvZbD1E3O+CbTdYPhq3oEY4X0hZztDjL0s2n2Eq4fGNHzd8YqyoLLITICEHNdKM3Ig7F8Imb8YEJ+9HYoOg7sPJFwIkQMgcxOkroIBVzf7lUREREREREREzlRNGg4vIiLS4pytpGwhPVh6wByQPqlfRNPuFVbdqmuvWVlR06brvPrXD72ldt8rCDo3oT1YcznbdQ2x7OHnprTrqm7T1akbuHvVHo9KMre/HBBf3aYr/hzw8AbnnBUNiBcRERERERGRjk6JExERaR9yzDZdWd7dqbI56BHmR48w/6bdq1O8WXlRWQyFh2srTnqcJHESN7Y2WdJlCFhc8K/HmsTJXpbsOUKVzd64638536RadeIkZwfYrLXHqxMnCRfWeT5pqxr3XJHjVZWZyUoRERERERGRM1ijWnWJiIi0GmfFyYbyaAAm9Wtimy4Ad0+zXdXRfbDjKyjOBg9fiB1Z/3rDgLG/ha/vgz6XNP25zeGMbaAlhYryMtYdPMboHp1P//qa+SY96x7vFA+eAWYbr9w9ENEXKoogdaV5PmGi8/nOipOsbVBRDF5NTFpJx5CXAtvnmjNxqmfjFKSb7fYSLoAbT922VURERERERKQ9U+JERETaB2fFyYJcM1kwqW8T23RVC+1lJk7WvGn+HjembgurXxpyM/SaCn6hzXtuU4V0B9/OeJUepZ9xkM83xDcycXKSihOLhcqwfnhmrOLZ9z/hk6px3BG6nbvtViqDuuER0h0DIKgLBMZAYTpkrIfu57bUm0l7s+5dWPuOmVyMHAgR/c0ZN0ExZhLxdHxxJ6Svrf/cvp/AWmkmMEVERERERETOQEqciIiI69mscMT84H9TZTThAV4kxQQ3756hvWD3d3Asxfz9ZPNNjucf1rxnNodhQMwI2PM9Qyx7eW9DT34zocfptyurqTgxEyflVTaSd2Tz+YZ0zj0UxG3uEFK4iyPW4fiXLQZ3+PBoIq/9/SdG9+jM9SO6MrLrSNiWbs45UeLk7ORwwOJnoegwZG+Dnd/UnvMOgsE3weS/nfoeZccgfZ25P+5BCO4KQbEQ2AXenAC2CijKhE5xrfYaIiIiIiIiIq1JM05ERMT18vaDrYIKiw/pjjAu7BuBxXKa33w/mV9WXpxsvkl74pwzMjUoFbsDnk/ec3rXVRSblSIAoT35bmsmI/72I/d9tJFFu4+w3dENgIvDcphz50gu8TOre1YYg8gpquCrTYe59q1VLCwx12nOyVks/5CZNLG4w4VPwcBrzYoTizuUF8DKV6Ao+9T3OLQScEDnnnDBkzDs19DzQrMNXKDZao/CjNZ+ExEREREREZFWo8SJiIi4Xrb5Qf4eRwwOLM2bb1Lt+MSJfwSE923+PVubc85JErsxDAffbslk++GChq87us/c+oayKsvBAx9vorDcSnSQNzPPS+CBG68GIKJ0LyMDjhBYkQVuXrz86H3MvnMkVw7pgsMBz+0KAcCetgbsjRxOL2eGQyvMbfQQGHs/XPkG/GY5/L/DZrsugAOLTn2Pg0vNbbdxJ54L7GJuCw+3SLgiIiIiIiIirqDEiYiIuF6OORh+W1UM/l7ujOoe0vx7Hj8kvfuE05/d4ErRg8HijkdpNjf3MbtpPrfgNKpOnG26yoJ6cNd/11Fps3PRgEiW/t/5/H5yIjG9BoObF1QUwtq3zWu6jcXbN4AxPUJ5fvog/n3dYNI9u1Pi8MJSUcjqNctb6y3FlQ46/3eNG1P3uLuXOdQd4MDPp75HijNxEn/OieeCnImTgvSmxygiIiIiIiLiYkqciIiI62WbiZPdjlgmJIbh5e7W/Hv6BJuVJnB6803aA0/fmm/9z0g4ipvFYOGuHNYfyjv1dc7B8Mk5gRSWWxnSNZjnpw/CrbrdmZsHhPcx9zf8z9wmXFjnFpcmRfPVfeeyzyMRgC+/mcvfvt1BpVWVJ2eVQ87ESX3VItX/P9n/szkLpT6leeZsFIBu9SROalp1qeJEREREREREzlxKnIiIiOvlmK26djtiW6ZNV7Vz/wC9L4Y+l7TcPVtbzHAAwgu386uhMQA8+8NuHCf7IBuw5uwGYHN5ON06+/L2LcPx9vhF8ikqydzaKsxtz7qJE4BuoX70G2UeH2bZw1tLU7jh7VUcKaqoXZS+HnbPb8qbiasVHoZjKWBYaubp1NF1FLj7QHEW5Oys/x6HlgMOCE0E//ATz9e06tKMExERERERETlzKXEiIiKuVVEMxw4CsN/oyoTEsJa79/A74NoPwcu/5e7Z2iL6m9ucHdw3sSeebhZWHchj+b6j9S632R1k7d9iXuLZlfduG0GIn+eJC6MG1u4Hd4XOCfXez93ZwmlKUCoBXu6sPXiMS15exsbUY5C6Gt6dBB9dA+vebfo7imtUzzeJHADeQSeed/eCbmPN/f0L67/Hqdp0AQSZyT616hIREREREZEzmRInIiLiWkd2AZDjCKZ3j+4Eenu4OCAXi+hnbnN20CXYhxtGdQXg2R92nVB1Ulxh5YkvNxNWaX5IfddVU4gP9av/vpFJtfsJF5585kvMMMDAr/gQ837di4Rwf7IKy5n5xveUfXg92K3muu8ehoPLmvqW4grVbbrixtZ7uspmp7LbBPOXkyVOqv83r6/VF6hVl4iIiIiIiJwVlDgRERHXyjbbdO2yxzKpb4SLg2kHwnqb2+JsKDnKvRMS8PFwY3N6Ack7sskpLOfD1Ye45d01DPlLMovXbsDLqMJm8WRA3wEnv29EP7NFE9QOAa+PT3DNPJS40u3MvXcMU/uE8KLbC/hU5JLtHY+tz+VmAmXOTTXVQnIGqK44+cVg+NJKK6/+vI8hTyVz8bdm4rJ8/1Jue2spD32ymecW7GbdwTwcxUdq2urVO98EINBZcVKSA9aK+teIiIiIiIiItHPurg5AREQ6tpLDu/AD9jm6ME2JE7OtWHAc5B+CnB2ExZ/Dr8d149Wf9/PAnE2UVtrqLB8bnAfl4BbaEyxuJ7kp5uD50TPhyG7ocf6pY4gdATk7IG0VAX0u5j+hn2Ok7KHQ4cs1BTPpkted9yNScM/eDB9dB7cvAK+AFnh5aTUluTXVXXQ1EyeVVjsfr03l3z/tI7fYTHIUEUO2I5gII5+KlBV8bjdbx728cB+3BG/mz0BV5954+IXW/xzfEHD3Bms5FGVCp26t/GIiIiIiIiIiLU8VJyIi4lJ56eZgc1twNyICvV0cTTtxXLsugLvO6UGgt3tN0mRQbDB/mJLIj78bz9Pjvcy1oT0bvu+kp+CGT8Cjgb/OsaPMbdoa2DQbY+1bAKSMf4GjnrEsP1TGbeUPYvcLN2P84m6w2xv9mtKGUlea27A+2H1C+HJjBhOfX8TjX20nt7iCriG+vHTtIDY/MRmf3mZF0hN9s3l4ciJXDO6Cr6cb3Ys3ADA7pys3vbOa+dsyT3yOYdS26yrQgHgRERERERE5M6niREREXMqRlwJAVLc+Lo6kHQnvC7u/q2ljFuTrwUd3jWJXZhHn9Awl/PgE06q95jYsseWeHzvC3GZsgMzN5v6ER0macC2f9ivkxrdXszQbHgj5PS+5/Qlj97ew6O9w/mMtF4O0LGebLkfcGGZ+tIHvtmYBEBbgxf0Te3LNsFg83Z3fp+k3GXZ/RmLxWhLPSwCgpMKK9eX/B8WwwtaXpXtzWbo3l2evHsivhsXWfVZgF8g7oDknIiIiIiIicsZSxYmIiLhMUVklnSvNb6UPGDDItcG0J84ZI+TsrDnULzqIq4bG1E2aAOTuMbehvVru+SHdwS8M7FVmy6VeU2D8HwDoHRnInLtHExnozdd5Mfzd7R7zmiXPwrbPWy4GaVnOoe7LKnvy3dYsPN0sPDw5kcUPT+CmUXG1SROA7hPMbdYWs8UX4Fd1jKDi/QD86d47uXa4mSz567c7ySkqr/uswC7mtjC91V5HREREREREpDUpcSIiIi6zcusu/IwK7Bh07d7b1eG0HzWtunaCw3HqtTWJk9No1XW6DANiR5r7Id3hijfAUvtHhh5h/nx6z2hiQ3x4q3AkH7pdbp74cgZkbmm5OKRllBdA1lYA/t+GQAAemdqbGecl4OtZT/GxfzhEDDD3DywytweXmtuI/sTExPDXy/vTLzqQgrIq/vzNjrrXBzkTJ2rVJSIiIiIiImcoJU5ERMRltm8z20AVeUZgNDR3oyPpnAAWD6gsgvzUk68rOQqlR2uvaUnjfw8DpsP1n4BP8AmnY0N8+eTu0XQP9eNPJVezwhgM1jKYcwOU5rVsLNI8qasBBxmWKNKswUxIDOO2sd1OfU2P88zt/oXmtjpx0u0cANzdLPzzqoG4WQy+3ZJJ8o7s2murZ5yoVZeIiIiIiIicoZQ4ERERl6i02sk5tAsAIyTexdG0M24eta23jmvXdYIj5l8/AmPA069lY4geDFe9dcpKlqggH+bcPZpekUHcU/Yb0og0Ez2f3go2a8vGI013aDkAyyoTCfX34l+/SsIwjFNfU5M4+dmsenK2+qLbuJol/bsEcec53QF47MutFJZXmScCY8ytWnWJiIiIiIjIGUqJExERcYnVKUeJsJnfSA+IasE2U2eLiL7mNmf7ydc4PxAnZljrx3MSYQFefHTnKMLDI7m94kHK8IaUxfDjEy6LSerK37UYgDX23jw/PYlQf6+GL+o6Gty9oegwpCxxtoQzoNvYOsseuKAn3Tr7kl1YwTPzqxN5qjgRERERERGRM5sSJyIi4hILtmfT1cgBVHFSr3Bn4iR7x8nXpCwxt/HntH48p9DJz5N3bxlOrm8PHqx0Dotf+Qps+dSlcQlk5x7F76g5dyZ+2IWM7xV2ehd6+JjJE4CFT5nbyAHg06nOMm8PN56+ciAAH6xKZU1KHgQ5K05KjoC1otnvICIiIiIiItLWlDgREZE2Z7c7SN6RTZzhnIugxMmJqhMnJ2vVVVUOaWvM/fhz2yamU+ja2Zc3bxrKQmMUr1gvMw9+PRMOb3JpXB2Zze7grY8+wQMbRyyh3HXJeY27QY/zzW36WnPbrf4E3egenbluRCwAj3yxhXL3QHD3MU8WakC8iIiIiIiInHmUOBERkTa3NaOArMJy4pwVJ3RS4uQE1a26cveArerE8+lrwFYB/pEtPxi+iYZ1C+GZqwfyvPVX/GxLAms5zLnRHGIvbe695SkEZJvJNe+E8Xh6uDXuBj1+kWg5RWXTI1P7EB7gxYEjJbzy83616xIREREREZEzmhInIiLS5hbsyMKPMkKNAvOAKk5OFBQLngFgr4LcvSeer2nTNR4aGvTdhi4f3IWZ5/fit1UzSXFEQkEarPqPq8PqcA4dLeFfC3YzwjDnjgT0Gt/4m4T3A79wc9+w1LbuqkeQjwd/uaw/AG8tPYA1wJk4KVDFiYiIiIiIiJx5lDgREZE2d/x8E3xCwDvItQG1R4YB4X3M/Zx65pykLDW3Lp5vUp8HL+zF+IEJPF91NQBVmz8Fh8N1AR1aCZ/fCaV5rouhDTkcDh79Yiv2qgqGuu0zD8aNPfVF9bFYoPsEcz9yIPgEn3L55H4R9Ajzo8JqJ8PmnIWiVl0iIiIiIiJyBlLiRERE2tSBI8XszSkm3lLdpqubS+Np16rbdf0ycVJRDBnrzP34JlQStDLDMPjXr5LIiT6fEocXHoWHyNuzwnUBLfo7bP0E1r/nuhja0Cfr0lix/yjD3FPwpBJ8QyG0Z9NuNvQWcPc2tw0wDIPLBnUBYFOhv3lQiRMRERERERE5AylxIiIibSp5hzkQ/pzQIvOA2nSdXHg/c5v9i8RJ2iqwWyGoa7tNPHl7uPHqreNY4T4SgMWfv05heT2zWlqbwwFZ28z9wxvb/vltLKewnL9+uxMfynmx06fmwfhzmt7Ords4eCwbhv36tJZfmmS26Fqb5xwOr1ZdIiIiIiIicgZS4kRERNpUdeJkaEC+eUCD4U/uZK26jp9v0o6F+nsx6KI7ARhbsYS7Zq2mvMrWtkEUZ0OZs0VXxtmfOHn8q+2UllfwfsDrhBdtN1vhnf+nNnt+t1A/kmKCyLCHmAdUcSIiIiIiIiJnICVORESkzRwpqmB96jEA4qpbdani5OQinBUn+Yegoqj2eDueb/JLYUlTsHoFE27kY0ldzm8/3ojN3obzTrK31e4XpkNxTts9u419vzWT+dsz+avHLEZUrTFbbF0/Bzr3aNM4LkmKJtPR2fxFiRMRERERERE5AylxIiIibeanndk4HJAUE4RXUap5UBUnJ+cbAv6R5n7OLnNbXgCZm8z9bu0/cYK7J+79LwfgCvcV/LA9m8e+3IajrYbF/7LN2VnarqugtIrHv97OvW5fcZ3bT4ABV70DsSPaPJZLkqLJwllxUnoUqsrbPAYRERERERGR5lDiRERE2swCZ5uuyb07Q36aeVAVJ6f2ywHxh1aAww6dEyCoi+viaowBvwLgcq/1eBlVfLQmlecW7Gmb5En29rq/nymJk8oS+PHJ2oRZA/723Q7OKUnmDx6fmAcuehb6XNx68Z1CRKA3fbp1pdThZR5Q1YmIiIiIiIicYZQ4ERGRNlFYXsWyfbkATO1qBYfNbCVUXVEh9Qv/ReKker7JmVBtUq3rGAiIxqOqiDdGma3aXvl5Hze/u4b0Y6Wt++zqxEn8ueY2Y0PrPq+lbPgfLHsBvprR4NIvNqRzeMP3/NPjLfPA2N/CiDtbOcBTu2xwFzId1XNODrs0FhEREREREZHGUuJERETaxH9XHKTSaqdXhD/dquebdOoGFv2r6JSqEyfVCYAzZDB8HRYL9L8SgAmVi3nq8v54uVtYujeXyS8s4YNVh7C3xtwTWxXk7jb3B99kbg9vhLZqE9YcWVvMbcY6yN170mUbU4/x9Bcr+Y/HS3gYNuh/NUx8sm1iPIWp/aPIwpxzkpm2z8XRiIiIiIiIiDSOPq0SEZFWV1xh5e1lKQDMOC8B45i5r/kmp6GmVddOKDlaO+z8TKo4ARhwtbnd/T03DQ5h/gPjGd6tEyWVNh77chs3vrOatLyTVJ80NdFxdB/YKsEzAHpPA8MNSnLOjNZRxw+13/xRvUuyCsq5+3/rucSxmECjFEdYb7j8P+0iGRnk6wGBZiu5vXt3uzgaERERERERkcZx/X9Zi4jIWe+DVYfIL60iPtSPiwdGQ54zcaL5Jg0LTQQMKM2F7V+Yx8L7gn+YS8NqtKhB5lwWazns+o74UD/m3DWaJy7pi7eHhR37D7LgpbvY/8oVWN+9CF4bC8/3hb9FwT+6wopXGp9Aqa7SCe8Dnr611Tvtfc6JzVp3tsnmOWC311lSXmXj7v+tI6eonNu8FgJgjLgL3L3aMtJTCuti/v/7aGZK28yzEREREREREWkhSpyIiEirKqu08fbSAwDcO6EHbhYDjh00T6ripGGevhDS3dxf/Ya5PdOqTQAMw2wjBbDtMwAsFoPbxsaz6BoffvT9I7cb39AjdyHuqcvNiovCDKgqhYpCWPBHmH2NWXVzuqqrNiL6mdsug81te59zkrcfbBXg4QdeQVCYDoeW1Zx2OBw88vkWNqcXcIHPXmLtGeDpDwOnuzDoE3Xr3guAgIpsNqbluzYYERERERERkUZQ4kRERJru8CZ4KQk2fnDSJbPXpJJbXElMJx8uH2y27lHFSSNVt+s66px1cSbNNzledbuu/QvNBIjDAcv/TeQXVxFqz6XIrxsve9/NfZUzuanyEa60/o1nEueQe+7fwc0L9v4Ar4+Dg8tP73nZO8xtdeIkeoi5be8VJzUJn77Q/wpzf1Ntu643lhzgy02HcbMY/KPrWvPgwOngFdDGgZ6aZ6dYAKKMPL7epAHxIiIiIiIicuZQ4kRERJpu88dm9ci3D0HuiQOgy6tsvLF4P2DONvFws5gflqvipHGqW0wBYEC3sS4LpVlCe0JUEtitsP49+Og6SP6T+Xv/qwi4fxkz/vBPLr/pfkpjz2WDNZ7/bLYxYkE3nuv2GlWdEqDoMLx/MSz6J9htp35edauuiP7mNtpZcdLeB8TXxN0Pkq4z93d8BZUlJO/I5p/zzTZe/5gUQWjaAvP8sF+7INAGBJmJ0ijjKPO2ZGK12Ru4QERERERERKR9aFTi5Omnn2b48OEEBAQQHh7O5Zdfzu7dtQM/Dx48iGEY9f58+umnNetSU1OZNm0avr6+hIeH8/DDD2O1Wus8a9GiRQwZMgQvLy8SEhKYNWtW895URERaXsY6c2sth69mnDCH4ZN1aeQUVRAd5M1VQ2LMg8U5UFUChgWCu7ZxwGeo4xMnUQPBp5PrYmmu6nZdC5+CPd+blSQXvwBXvQNeAVgsBhP7RPD5b8bw6T2jOb93OHYHvLzdm2FHHmNL6DRw2GHR3+Gja0/4e65G2TGzxRWYM07A/Ovo5gXl+XAspdVftcmOT/jEjjQTjFUlrP3+fX7zwXocDrh+ZFeutiwCexXEDIfIAS4NuV6B0QCEGMUUFxey8kAj2qyJiIiIiIiIuFCjEieLFy9mxowZrFq1iuTkZKqqqpg0aRIlJSUAxMbGkpmZWefnz3/+M/7+/kydOhUAm83GtGnTqKysZMWKFbz//vvMmjWLxx9/vOY5KSkpTJs2jfPOO49NmzbxwAMPcMcdd/DDDz+04KuLiEizWCshc4u57+YJaatgzZs1pyutdl5fZFab3DOhB57uzn/lVH9gHRgD7p5tGfGZq7rVFJyZ802O1/8qwDD3O8XDHclmtYRhnLB0eLcQ3r11OF/cO4YR8SEUWD25NP0GHmUmVosX7F0A6Wvqf07OTnMbFAs+wea+uydEOqtP2vOck+MrTgwDR9K1AJSv+xCr3cGlSdE8Oa03xoZZ5rr2WG0C4B1szmkBItWuS0RERERERM4gjUqczJ8/n1tvvZV+/fqRlJTErFmzSE1NZf369QC4ubkRGRlZ52fu3LlMnz4df39/ABYsWMCOHTv44IMPGDRoEFOnTuWpp57i1VdfpbKyEoDXX3+d+Ph4nnvuOfr06cPMmTO5+uqreeGFF1r49UVEpMmyt5kDrH06wZSnzWM//RnyzEHwn29I53BBOeEBXkwfFlt7Xc18k25tG++ZrFO8WSkBEH+ua2NprqAuMPlvMPIeuHux2bqrAUO6dmLOXaN479bhJEYE8FH5GL6uGg7A1h//R0mF9cSLjk8+HK+9zzkpy4eCNHM/vC82u4Pns82Yx1q28/tR/rx4zSA8Dy2C/FQzOdHvCldFe2qGcVy7rjzmb8uivKqB9moiIiIiIiIi7UCzZpwUFBQAEBISUu/59evXs2nTJm6//faaYytXrmTAgAFERETUHJs8eTKFhYVs3769Zs0FF1xQ516TJ09m5cqVJ42loqKCwsLCOj8iItKKMsykOV2GwtBfm5UQVaXw9f1UWa38Z5E58+Su8d3x9nCrva664kTzTU6fmzuc/0cY8CvoPsHV0TTf6Bkw9Z/gHXTalxiGwXm9w/nut+fw3K+SWOc9BoDggz8w9h8/8eKPe8gvray9oHrAep35MNSdc9Ie5TgH2gfFUu4ewG8+WM/LG6tYbe+NxXAws/N6LBYD1r5jrht0A3j4uC7ehjjbdfXxLaSowsqi3UdcHJCIiIiIiIhIw5qcOLHb7TzwwAOMHTuW/v3717vmnXfeoU+fPowZM6bmWFZWVp2kCVDze1ZW1inXFBYWUlZWVu+znn76aYKCgmp+YmNj610nIiItJN0536TLULBY4NKXwcMXDi5ly1cvkpZXRqi/JzeMjKt7XU3FiRInjTL2t3DV2x2+vZmbxeCqoTE88eB9WC3exFqOEF2+jxd/3MuYfyzkb9/uILuw/OQVJ12cFSeZmxseLu8KzrgrQ/tww9urWbAjG093Cz7DbjTPb/4Y8tNgr7N96bDbXBToaQo0ZxuNjzSTWl9vznBlNCIiIiIiIiKnpcmJkxkzZrBt2zY+/vjjes+XlZUxe/bsOtUmrenRRx+loKCg5ictLa1Nnisi0mHVVJwMM7ch8TDxCQD6bH2WLhzhjnO64+PpVvc6VZxIC/DyDcS9l1md+mJSGn2iAimttPHW0hTG//MnKg47K04ifvHljtBe5tyNymLI3du2QVeVQ/aOU69xVsp8khbI+kPHCPR253+/HsHASTeDuzfk7oZvfwcOu1nlFdqzDQJvBmfFyUD/YgB+3JlDUXmVKyMSERERERERaVCTEiczZ85k3rx5/Pzzz8TExNS75rPPPqO0tJSbb765zvHIyEiys7PrHKv+PTIy8pRrAgMD8fGpvx2Fl5cXgYGBdX5ERKSVlB2Do84PnbsMrT0+4i6yggbhSznP+bzLTSO7nnhtdcVJp26tHqac5fpcAkCvvMV8d/843rttOMO7dSLcno2XvYwKhzu//bGInZnHte+0uNXOVWnLdl0OB3x8Pbw2Gvb9eNJlpWlbAFhVHEVUkDef/WYMI7t3Ntua9b7YXLR3gbkd3jZfTmkW54yTTrZcuof5UWm1s2B7dgMXiYiIiIiIiLhWoxInDoeDmTNnMnfuXBYuXEh8/Mm/LfzOO+9w6aWXEhYWVuf46NGj2bp1Kzk5OTXHkpOTCQwMpG/fvjVrfvrppzrXJScnM3r06MaEKyIirSVjg7ntFA9+nWsO55VZuaPgVsodHoxybMZv6/t1r6sogtJcc1+tuqS5ek0Gizvk7MA4up/zEsP59J4xvDvFF4B9ji58tSWHqS8t5Y7315JbXGFeVzPnZEPbxbrjK9jv/LPNlk/qXbJ0T3ZNq66Kzn344t4x9IoIqF2QdF3tvl84JE5rrWhbjrNVl1GYwWVJZhLlq82HXRmRiIiIiIiISIMalTiZMWMGH3zwAbNnzyYgIICsrCyysrJOmDuyb98+lixZwh133HHCPSZNmkTfvn256aab2Lx5Mz/88AOPPfYYM2bMwMvLC4B77rmHAwcO8Ic//IFdu3bxn//8h08++YQHH3ywGa8qIiItpjpxcny1CfDSj3vYVh7O+763mgd++CPk7KxdUF1t4hPSqMHgIvXy6WS2qwLY9U3N4Z6kAtAlcRgXD4zCMMwWUfd+uAGrzV4756StKk4qS8z/L1TbMx9sddtVfbEhnSdmfYevUUElHjz3myuJCvpFlW33CeDvnAE35KYzY96Ns1UXhRlcOsjcX74vtzaJJSIiIiIiItIONSpx8tprr1FQUMCECROIioqq+ZkzZ06dde+++y4xMTFMmjTphHu4ubkxb9483NzcGD16NDfeeCM333wzf/nLX2rWxMfH8+2335KcnExSUhLPPfccb7/9NpMnT27ia4qISIvKcA6GjxlWc2hfTjEfrDY/sB5w5R8g4QKwlsNnt5uzHQCOHTS3qjaRluJs18XOebXHnHNCguMH88r1Q/j2vnPw93JnTUoez/6wu7biJGvrCQmMVrHsBShMh6Cu4NsZygvg0HIAKq12XvpxL7/7ZDM9OQSAe2RfAn3raU3q5g4X/Qv6Xg6jZrR+3C3B2aqLsmPEBxoMjAnCZnfw3dZM18YlIiIiIiIicgqNbtVV38+tt95aZ93f//53UlNTsVjqv31cXBzfffcdpaWlHDlyhH/961+4u7vXWTNhwgQ2btxIRUUF+/fvP+EZIiLiIg4HpDsTJ11qEydPf7cTm93BBX3CGdMzHC5/DfzCIGc7JD9uLtJgeGlpvacBhpnMK3S2gHK2uyKiHwB9owN55uqBALyx5ADzD/uAV5CZ2Du+Iqo15B2A5S+Z+1P+DolTAXDsnMdXmzK44PnFvPDjHgBu6FYEgCWyf723AqDvpTD9/Tot8to1r0Dw9Df3Cw9zaZJZdfL1JrXrEhERERERkfarScPhRUSkA8tPNeeUWDwgcgBgtt75aVcO7haDRy/qY67zD4fLXzf317wBe36obdWlihNpKQGREDvC3N/1LVSWwtH95u/h/WqWXTQgijvGmX/f/f6zrZSGmX/vNnfOyeqP/srqWY9QXlZS/4L5/w9sldD9POh9MQ7nXJLcdXP57ccbSc0rJdTfi2euHsj4IOfQ9Ih+9d/rTGQYEOisOilM5+KB0RgGrDt0jLS8UtfGJiIiIiIiInISSpyIiEjjVLfpiuwPHt7Y7A7++q35rf0bR8XRI8y/dm3PC2DUveb+l7+pvVYVJ9KSatp1fQ1HdgEO8A01k3fH+b+pvRnRLYTiCitfH4k0DzZjzsnitRsYuftZRh58jcxnR7N/6+q6C/YsgD3fmwPspz7DhrR8blnsR6nDizBHLiO80njowl4sfngC04fFnlApc9aonnNSkEFkkDej4s1qmW+2qOpERERERERE2iclTkREpHHS15tbZ5uuz9enszOzkEBvd347seeJ6y94EiIGQOlRc6YEqOJEWlbvi83tweVwcKm5H9HPrHY4joebhVeuH0yovxeLimIAcGQ0reKkuMLKkvmf1fwebz9E7GcXsfKDJ7HbbGCtgPn/B0Bmn9u46etjXPmfFSxJKWapIwmA98cc4b6JPfHzcoeK4tqKrIhTtOo6E1XPOXG2UqseEq92XSIiIiIiItJeKXEiIiKNk+FMnMQMo6TCyrMLdgNw3/k96eTneeJ6dy+4+h1wP27YtSpOpCWFxJvJOYcNVr5qHjtJ1UZ4oDevXj+YbfQAwJG9A6rKGv3I5xfsYUClWa1S3P8mNvqOxtOwMnrfC+z453kUf/sY5B3gmCWEC9ePZOneXNwtBtOHxTB8yo0A+OyfX3vD6koZ/0jwC210PO1aUFdzu30ulB1jav9IPNwMdmUVsSe7yLWxiYiIiIiIiNRDiRMRETl9tirI3GTudxnK7NWpHCmqoGuILzePiTv5dWGJMOVpc98ryJxLIdKSqtt1FTc8J2Rk987cPHkMOY5gLA4ruzYubdSjtmUUMGvFAcZazNZa/kOvYdDvv2NN/ycodXjRv3Iz/hvfBODP5ddS4ebHdSO68vPvJ/DM1UmEDLoEDDfI2W4OjwfI3tZg3GesQdeBX5j5vh9cTbBbBef2CgNUdSIiIiIiIiLtkxInIiJy+rK3g7UcvINwhHTns/XpANx9bne83N1Ofe3QW+GyV+FX753QQkmk2fpcXPf3BhIQd47vQYa/OSD+h/lfk1VQflqPsdkd/L+5W0kgnTCjwKykih2BYbEw4urfcfSmn9jtngjAWntvAoZfz6KHz+PpKwcQG+Jr3sQ3BLqNNfd3fWduz9b5JgDBXeHmr8CnkznnaPY1XNE/BICvNmfgcDhcHKCIiIiIiIhIXUqciIjI6atu09VlKDuyitmdXYSnm4WLB0Q3fK1hwOAbIWFi68YoHVN4Xwjpbu4bFgjrfcrlhmHQd+SFAPSp2sHd/1tHeZWtwcf8b+VBtqQXcL7XTvNA3GizHZ1TbMIAevzfMjae+x5d7/uWp64YQJdgnxNvVD2XZde35rYmcXKWzTepFtEPbpoLXoFwaDlTtv2OIA8baXllrDt0zNXRiYiIiIiIiNShxImIiJy+4xInX2zIAOCCvuEE+Xq4MCgRzMRcdbuukB7gUU+y4he84kcDMMxtL5vT8/nj3G2nrH7IKijnXwv2AHBjmLPFVvcJJ6xz9/Bk8HlXEhF2ilkliReZ27RVUHzk7G7VVS16MNzwGXj44ZayiI+CXsMDK+8tT3F1ZCIiIiIiIiJ1KHEiIiKnL30dALaoIXzlnE1w5eAYV0YkUmvorWbSZOitp7c+KgncPAmhkHgjm883pPPe8oMnXf7nb7ZTXGFlaIw/XQo2mAfrSZycluBY8/kOO6x7B8oLwOIOob2adr8zRdeRcP3H4O5N3+IVvOjxCgu2HSYtr9TVkYmIiIiIiIjUUOJEREROT3kB5Jrftl9ZGU9ucQUhfp6cmxjm4sBEnEK6w/0bYMzM01vv7mVWQQBPDC4G4G/f7WT5vtyaJZVWO5vT8nnxxz18vy0LN4vBc2NtGJXF4BMCEQOaHm91u65V/zG3oYng7tn0+50p4sfDNR+CmyfT3NYw1Vh1yoSViIiIiIiISFtT4kRERE7P4Y2AA4LjmLPDHKR9aVI0Hm76V4mcwWJHAHCuTwpXDu6Cze5gxuwNPDVvB1e9toL+T/7AZa8u58Uf9wJwx7h4uhWsNa+NHw+WZvz933uauS0vMLdnc5uuX+p5AYx7EICb3JP5ZF0aheVVLg5KRERERERExKRPu0RE5PQ423RVRQ1mwfYsAK4c0sWVEYk0X+xIAIy0Nfz9ygEMjAkiv7SKd5alsP7QMSqtdoJ9PTgvMYzHpvXhoUmJkLLYvLb7uc17dnhfCI6r/b0jJU4Aht6Gw+LOCMtuYioP8MnaNFdHJCIiIiIiIgKAu6sDEBGRM0SGOdNhGz2psNpJCPdnQJcgFwcl0kzOxAk5O/C2FfPmTcP467c7CPb1YHBsJwZ3DSY+1A/DMMx1FcWQtsbcb+p8k2qGYbbrWvWq+XtE/+bd70wTGIXR+2LY8SU3uy3g1eWJ3DqmG+6qYhMREREREREX03+ZiohIwxwOyDArTr7IiQLMapOaD5NFzlT+4dApHnBA+loig7x55foh/PXyAVw1NIbuYf51/z5PXQn2Kgjq6ryumarbdUHHqzgBGHEnAFe4L6coP5f5zmo2EREREREREVdS4kRERBpWlAnF2TgMNz7JCMEw4PJBatMlZ4nqqpPqSpJTObDI3HY/16wYaa6uo6DvZZB0PQRENv9+Z5q4sRDWBx8quMptCe8sS3F1RCIiIiIiIiJKnIiIyGk4shuAY96xVODJ6O6diQ72cXFQIi3EOSCetNUNrz1QPd9kQss82+IG0/8LV7zWMomYM41hwIg7ALjJ/Uc2peax/tAxFwclIiIiIiIiHZ0SJyIi0rDcPQBsr4wA4MohMa6MRqRlVVecpK8Du+3k64qPQPZWcz++mYPhpdbAa8AzgO5GJuMs23hn2QFXRyQiIiIiIiIdnBInIiLSMGfiZGtFBD4ebkzp3wFbCsnZK7wPeAZAZTHk7Dj5uoNLzG1Ef/APa5vYOgKvABh0HQA3uyUzf1sWaXmlLg5KREREREREOjIlTkREpGHOVl377NFM6R+Jv5e7iwMSaUEWN4gZZu6fql1X9XwTVZu0vOFmu66JbhuJchzhveUHXRuPiIiIiIiIdGhKnIiISIMcuXsB2O+I5orBGgovZ6HTGRDf0vNNpFZYIsSfiwU7N7j/xMdrUzlaXOHqqERERERERKSDUuJEREROrbwAozgLgHzfboxNCHVxQCKtoKEB8XkpkH8ILO4QN6bt4upIRtwJwA0ei7BVlvH64v0uDkhEREREREQ6KiVORETk1JzVJlmOTozp1x03i+HigERaQcwwwIBjB6Eo+8Tz1W26YoaDl38bBtaB9JoKgTEEOQq5yLKa/648RHZhuaujEhERERERkQ5IiRMRETklu3O+yX57NJP6Rrg4GpFW4h0E4X3N/V9WnVSWwIb3zX3NN2k9bu4w7FYAfufzLb7WfF5ZuM+1MYmIiIiIiEiHpMSJiIic0pGUbQCkWrowukdnF0cj0oq6Vs85OS5xYq2Aj2+AwxvN5ErSta6JraMYciv4dCLWlsoXnk+wcu1q0vJKXR2ViIiIiIiIdDBKnHRADocDh8Ph6jBE5AxRmGYmTizhiXh7uLk4GpFW9MsB8TYrfPZrOPAzePjBDZ9BSLzr4usI/MPgtvkQ1JV4SzafuD/O19984eqoREREREREpINR4qSDWf3KbWT8OZGUzUtcHYqInCG8C8wBzTEJSS6ORKSVVQ+Iz9wElaXw1b2wax64ecF1s2vPS+sK7w13/EhJ6EBCjGLuOPAA2Ss+dHVUIiIiIiIi0oEocdLBeBenEUM2mTtXujoUETkDHMzOJ9KWBcCAQfrQWM5yneLBLwxslTB7OmyZA4YbTH8fuk9wdXQdS0AEfnfNZ6PPGLyMKiIW3AvLXgBVzIqIiIiIiEgbUOKkg7FFDjK36RtcG4iInBHWbliHh2GjzPAhMLyrq8MRaV2GUduu6+BSwIAr34TEqS4Nq8Py9MPzhg951zrF/P3HJ83kiYiIiIiIiEgrU+KkgwlNHA1AZPEOKq12F0cjIu3dwd2bACgJiDc/VBY52x3fjuuSF2HA1S4LRaBfTAjr+/wff6+6zjyw6B9wdL9rgxIREREREZGznhInHUxMXzNx0oN0tqYcdnE0ItKeHS2ugNw9APhE93FxNCJtZOC1EH8uXPJvGHqrq6MR4MELe/K2/WKW2vqDrQK++71adomIiIiIiEirUuKkg7EERZPvFoqb4WDfVs05EZGT+2lXDt2NDAD8ovu6OBqRNhIQAbd8DUNvcXUk4pQQHsDlg2L4k/U2qvCA/Qth+1xXhyUiIiIiIiJnMSVOOqDizv0BKE1Z5+JIRKQ9S96RTQ/DWZkW2su1wYhIhzbz/AQOEcWr1kvMA/MfhfJC1wYlIiIiIiIiZy0lTjog/+5m//aQgq2UVFhdHI2ItEdllTaW7s2hh5FpHlDiRERcqHuYPxcNiOI166XkeHSB4iz4+W+uDktERERERETOUkqcdEBBPczESX8OsOZgnoujEZH2aOneIwRVHSXAKMNhuEFId1eHJCId3L0TelCBJ78vudk8sOZNOLzRtUGJiIiIiIjIWUmJkw7IiB4MQA9LJut2H3JxNCLSHi3YkU0Pi9mmywiJB3dPF0ckIh1dv+ggJiSGscQ+gM1BE8Fhh3kPgt3m6tBERERERETkLKPESUfkF0qpTzQAR/escXEwItLe2OwOFu7KIcE5GF5tukSkvZhxXgIA9+Zejd0zwKw4Wfeui6MSERGRDm/1m/Dt78F2Gu3Qc3aaX/44ur/14xIRkSZT4qSDcosdCkDgsa3klVS6OBoRaU/WHzpGXkklfT2yzANKnIhIOzG8WwgjuoWQYQtiQeSd5sGf/gIlR10bmIiIiHRcBRkw//9g7VuwL7nh9cmPm1/8eO8iyN3X+vGJiEiTKHHSQXl1NRMnAy0prNyvDxtEpNaC7WbCZIhvrnlAiRMRaUfuPa8HAA+lDMcW2hsqCmHP9y6OSkRERDqsDf81W4gCbPv81GtL82D/QnO/OAvev1iVJyIi7ZQSJx2Vc87JAOMAy/fnujgYEWkvbHYH327NBKCrPc08qMSJiLQj5/YKo190ICVVDtZ6jzEP7v/ZtUGJiIhIx2SzmomTaru/h8rSk6/f+TXYreZ/Y4X1gaJMmKXkiYhIe9SoxMnTTz/N8OHDCQgIIDw8nMsvv5zdu3efsG7lypWcf/75+Pn5ERgYyPjx4ykrK6s5n5eXxw033EBgYCDBwcHcfvvtFBcX17nHli1bOOecc/D29iY2NpZnnnmmia8o9YoaBECcJYdtew+4NhYRaTeW7j1CZkE5XXyq8C7PMQ+G9nRtUCIixzEMg3snmLNO3kiPMw8eWAR2u+uCEhERkY5p7w9QdBh8QyGoK1QWw94FJ1+/9TNzO+h6uOUbCOttXq/kiYhIu9OoxMnixYuZMWMGq1atIjk5maqqKiZNmkRJSUnNmpUrVzJlyhQmTZrEmjVrWLt2LTNnzsRiqX3UDTfcwPbt20lOTmbevHksWbKEu+66q+Z8YWEhkyZNIi4ujvXr1/Pss8/y5JNP8uabb7bAKwsAPsHYO3UHICh/B+nHTvGNCBHpMD5dlw7ALb2qzAP+EeAT7LqARETqMaV/JN1D/VhWHk+Vmw+U5kL2VleHJSIiIh3NunfN7eAboP+V5v7J2nUVZcHBZeZ+vyvBP8xMnoQmmsmT9y+BPH2xVUSkvWhU4mT+/Pnceuut9OvXj6SkJGbNmkVqairr16+vWfPggw9y//3388gjj9CvXz8SExOZPn06Xl5eAOzcuZP58+fz9ttvM3LkSMaNG8fLL7/Mxx9/zOHDhwH48MMPqays5N1336Vfv35ce+213H///Tz//PMt+Opi6TIEMNt1rdinOSciHV1eSSULdpjzTaZFFZkH1aZLRNohN4vBPRN6UIU7q+x9zYNq1yUiIiJt6dhB2PeTuT/0Vuh/lbm/dwFUFJ24fvuXgANihkMnZ9Wsf7gzedILCjPg/UuhvKD1YxcRkQY1a8ZJQYH5D/OQkBAAcnJyWL16NeHh4YwZM4aIiAjOPfdcli1bVnPNypUrCQ4OZtiwYTXHLrjgAiwWC6tXr65ZM378eDw9PWvWTJ48md27d3Ps2LF6Y6moqKCwsLDOjzTAOedkoCVFc05EhC83ZlBlc9C/SyBdrNXzTdSmS0Tap8sHdSE6yJufKvuZB6oHrYqIiIi0hfXvAw7ocT6EdIfIAdA5Aazl5qyTX6quRKlOsFQLiIBb5kFwHBSkwarXWj10ERFpWJMTJ3a7nQceeICxY8fSv39/AA4cMEsKn3zySe68807mz5/PkCFDmDhxInv37gUgKyuL8PDwOvdyd3cnJCSErKysmjURERF11lT/Xr3ml55++mmCgoJqfmJjY5v6ah2Hs+JkoGU/K/YfxeFwuDggEXEVh8PBJ+vMZMk1w2Ihd495IjTRhVGJiJycp7uFW8Z0Y6l9AACO1FVQVdbAVSIiIiItwFoJG/9n7g+9zdwaRm1SZNsXOBwO9mYXserAUVZv2Ajpa3BgMN8+iu+2ZlJWaau9X0AEXPCEub/yVSir/0vDIiLSdpqcOJkxYwbbtm3j448/rjlmdw7lvPvuu7ntttsYPHgwL7zwAomJibz77rvNj/YUHn30UQoKCmp+0tLSWvV5Z4XIgTgwiDbyoCibvTnFro5IRFxka0YBu7KK8HS3cGlSl+MSJ6o4EZH265rhsWS4x3DYEYJhq4BDK1wdkoiIiHQEu+ZByRHwj4TEqTWHK3tfDoB1bzJTnv6aC19YwrVvrmLh528AsNLWh3u+Psy9H25g0ouL+Xl3Tu09+14B4X2hotBMnoiIiEs1KXEyc+ZM5s2bx88//0xMTEzN8aioKAD69u1bZ32fPn1ITU0FIDIykpycnDrnrVYreXl5REZG1qzJzs6us6b69+o1v+Tl5UVgYGCdH2mAlz9GmPlt8v6WFJbvU7sukY5qzloz2Ty1fyRBXtQOJdSMExFpx4J9PblicCzLbGbVidp1iYiISJtY/565HXIzuHmwcv9RZs7ewNDX09hpj8XdYWVgyTK8PSz0CPPjV95rANjaaSJjEzoTEehFWl4Zt723lns/XE92YTlYLDDhUfO+q16D0jwXvZyIiEAjEycOh4OZM2cyd+5cFi5cSHx8fJ3z3bp1Izo6mt27d9c5vmfPHuLizMFXo0ePJj8/v85A+YULF2K32xk5cmTNmiVLllBVVVWzJjk5mcTERDp16tS4N5RTq55zYhxguQbEi3RIZZU2vt50GIDpw2IhLwXsVvDwg8AuLo5OROTUbh3TjWXOdl1Ve5U4ERERkVaWuxdSloBhgSE3897yFK5/exXztmRSVGHlZ/dxADwSs4NNj0/ip1u6kGDbDxZ37r77QT68YxQLH5rAHePicbMYfLc1i4nPLWbW8hRsidPMWSmVxbD8JRe/qIhIx9aoxMmMGTP44IMPmD17NgEBAWRlZZGVlUVZmdlP2jAMHn74Yf7973/z2WefsW/fPv70pz+xa9cubr/9dsCsPpkyZQp33nkna9asYfny5cycOZNrr72W6OhoAK6//no8PT25/fbb2b59O3PmzOGll17id7/7XQu/vhBdPefkAKsPHKXKZndxQCLS1uZvN/+AH9PJh9HdOx/XpivB/NaTiEg7lhgZQEXXcwDwyN0BRdkNXCEiIiLSDOtnAWBPuJAnFhfw52924HDA5YOi+eLeMdxz78MAdM5ZiXflMdj2hXld9/PArzMAfl7uPHZxX76eOZak2GCKK6w8+c0Orn5jFWXjHjHXr3kTio+09duJiIhToz4Re+211ygoKGDChAlERUXV/MyZM6dmzQMPPMCjjz7Kgw8+SFJSEj/99BPJycn06NGjZs2HH35I7969mThxIhdddBHjxo3jzTffrDkfFBTEggULSElJYejQoTz00EM8/vjj3HXXXS3wylKHs+Ikye0ARRVVbEzNd208ItLmPlmbDsCvhsZisRjHJU7UpktEzgxXnTOIbfZuAFSq6kRERERaS1U5bPoQgH8XnMP7Kw8B8OjU3rxwzSCGdO2EJbQHRA0Chw12fAnbPjOvrR4cf5x+0UF88ZsxPHV5fwK83dmYms+jW6NxRA+BqlJY/mLbvJeIiJzAvTGLHQ7Haa175JFHeOSRR056PiQkhNmzZ5/yHgMHDmTp0qWNCU+aIrI/GG6EOgqIJI/Fe3IYER/i6qhEpI0cOlrCygNHMQy4ephzZlVN4iTRdYGJiDTCxD4RfOw5mP7Wg2Ss/474Ide5OiQRERE5G237HMqOkWMJ49+p3fByt/DiNYOYOiCq7rr+V0HmJlj2IhSkgZsX9L6o3lu6WQxuGhVH78gArn1zFV9uzuTK8Xcx/vA9sPZtGHMfBNQ/71dERFqPerB0dB4+EN4XMNt1Ld6jMlCRjuSz9Wa1ybiEULoE+8DOebWl5BF9XRiZiMjpc7MYdBowGYDAw8tw2NV6VERERFrYsYPY5pvD22dVnEeIvzcf3zXqxKQJQL8rzG1BmrnteSF4B53y9sO7hfC7C82q/7tWBlEWMRSs5bDshRZ7BREROX1KnAh0cQ6ItxxgW0YhOUXlLg5IRNqCze6oSZxMHxYLG/4Hn9wEtgpInAY9J7s4QhGR0zf2/Ispd3jQ2ZHH5g0rXR2OiIiInE2qyrB+dCNuFQVssvdgUcg1zL13LIO7dqp/fXAsxI6s/b2eNl31+c25PTinZyjlVQ6eLL7MPLjuPSjIaOYLiIhIYylxIjVzTsb4mN+EWLon15XRiEgbWbwnh8yCcoJ9PZhaMAe+ngkOOwy+Eab/F9wa1c1RRMSlggICSAs0/0yzZ8U3Lo5GREREziaOb3+Pe85WjjoCeMr3//jwnvHEhvie+qLqZImHH/Q6vS+lWSwGz08fRKi/F3OO9uCAX5L5xbZlzzfzDUREpLGUOJGaxEk/+276GwdYpHZdImc9m93BM/N3Aw5eC5uL+8InzRNjfwuXvqKkiYickYL7mx9KhOeuIC2v1MXRiIiIyFlh/fsYmz7A5jB4yH4/f75pCp38PBu+Lula6DUVLngSPP1O+3FhAV68dO0gDMPgT8ecc1G2fgq2qqbFLyIiTaLEiUBEfwjvh5ethM89nyRyzwfYbOoNLtLWVn/4FzL+3IvDKbta/VmfrU9jb1Y+L3q/xejs2ebBC/9i/hhGqz9fRKQ1hCVNAWCksZPZK/a6OBoRERE54x3eiO3b3wPwnHU6l1x+Pf27nHpWSQ3vILj+Yxh5V6MfOzYhlPvOS2ClvR+5jiAoL4CDyxp9HxERaTolTgTcPOC277AnTsPLsPJHx9sUfHgrVBS7OjKRDiM/M4XBe16iiyOb1JWftuqziiusPPvDHm50+5HLWQSGG1z2qlltIiJyJovoR4V3KD5GJXvW/kh+aaWrIxIREZEzVWmeOdfEXkmybShFw2Zw1dCYNnv8/RN7Miw+lGTbEADsO+e12bPrlbIUCg+7NgYRkTakxImYfIKxXPshX4T+BqvDQsiBr+Ct8yGn9b/5LiKQ/tWf8TSsABhH97Xqs15ftJ+jxWXc6bnAPDDpr+ZcExGRM51h4NnzfACG2jbxxpIDbfPcylIozWubZ4mIiEjrs9uxfXYH7kXppNgjmBXxf/zpkgFtGoK7m4V/XzuYpe7mkPnSrV+D3UXdQbbPhfcvhldGwKaPwOFwTRwiIm1IiROpZRhYR87g2srHOGrpDLm74a3zVA4q0soqsvfSO+urmt/9ig+22rMy8st4a+kBxlu2EuPIBK8gGHJzqz1PRKStGT3MxMk5li3MWn6QI0UVrftAhwP+dwW8OBAKMlr3WSIiItImHLu/xe3AT5Q5PHnU42H+ddN4PN3b/iO0yCBvzp/6K4od3vhX5JCxY0XL3Tx7O3z/CJQcbXjt6jfNbWURfHkPfPZrKDvWcrGIiLRDSpxIHecmhrHO0ZvJZX+lKnYsVJXCqtdcHZbIWe3wl4/jjp0MRygAoRXprfasZ+bvosJq5/6An80Dg28AL/9We56ISJtzJk4GWA4SUJXLa4v2t+7zDm+AtFXmBwn7F7bus0RERKRNZP30KgCz7FP47fVXEhXk47JYrhrRg+2+IwBY/f1/sdtbqNoj+XFY/Rr89OdTr8vZBakrzBbPY+43t9u/gNfG6Yu2InJWU+JE6ogI9KZ3ZAC5jiA2RF9nHixovQ9xRTo6W9Z24jK/B2BV/ycBiCSXspKiFn/WxtRjfLXpMHFGNkMq1poHh9/R4s8REXGpgAjoMgyAC93W88HqQ2QWlLXe8zbNrt1PXdV6zxEREZE2sW/XZqJyV2J3GASMuYvRPTq7NB7DMEgYfy0AA4qW8cHqQ82/qbUSDq009zd/BEXZJ1+7fpa57TUFJj0FtydDSHcoTIdZF8OPT4LN2vyYRETaGSVO5AQTEsMBWJ7taR4oynJhNCJntyNfP44FBwsYzdTLriMfs/ojM2VHiz7H4XDw1293AvDn6FUYOCDhAujco0WfIyLSLvSeBsDV/luotNp5ZWErzY6qKoetn9X+ntqC7TNERESkzZVUWNnw+fMAbPUdzvWTx7k4IlPnwRdjM9zpaclgzvcLST9W2rwbHt4AVSXmvq0SVr9e/7qqMtjs/JLIsF+b25ihcPdSGHwT4IBlL8CSZ5oXj4hIO6TEiZzg3F5hAPyQZpgHSnL07QGRVuBIX0fk4R+xOQwyBj2Ir6c72e4xAOSntWzi5Nutmaw/dIxOHlbGF883D464q0WfISLSbjgTJ0lVm/GnlDlr00g92swPGOqz53sozwe/cMCAvAOn/samiIiItFsOh4O/fLGeCyt/BKD71N9isRgujsrJOwhL/HgAxtnW8OgXW3E0Z0B7yhJz6x9pbte9AxX1dD3YPhfKCyC4a007VMBs93zZK3DJv83flz4PR3Y3PR4RkXZIiRM5wdC4Tvh5urG3xAeH4QYOOxTrQwCRllbw7RMAfOU4h0sumABAoV8cAJXZe1vsOUXlVTz93S4Ank3cg6WiADp1MytORETORqG9IKQHFnsVd3dJwWp38NJPLffP1RrVbbqG3AQR/cz91JUt/xwRERFpdZ+uT6dq6xd0Moqp8OtCQP+prg6pDqPPxQBMcV/H0r25fLa+GW3VqxMn438PnRPM5MiG/564bt17ABxNvI7PNx5m1YGjVNnsteeH3Aw9J4O9Cr55AOz2E+8hInKGUuJETuDpbmFsQih2LBR7mMOqKcp0bVAiZ5uUpQRnLqPS4UZKv5mE+nsBYO3UHQC3Y6cxzPg0vmHkcDj4w2dbyMgvo0uQN+cXfmmeGH4HWNyaGr2ISPtmGND7IgBuCN4GwNyN6ezLKW65ZxRlwT7zG6kkXQ9dR5v7mnMiIiJyxtmTXcTjX23jRnfz3+1eI3/d/v57KdH8s81gYy9hHOOpeTvIKihv/H2qyiBttbnf/Txz4DvAylfBVoXD4SAlt4TvkpMhfQ1W3JiyOI6HPt3MtW+uYvBfkrn7f+uYvTqVjIJymPYv8PA1W5Zu/F8LvayIiOspcSL1OjfRbNeV6Qg2DxQedl0wImcyayUcO2T+5KdCfhoUpFM6/0kA5tjP56qJtX1zPcMTAQgoaWDg3+GN8I84+Oa3YKs66bJ3lqXw/bYsPNwM3p1ow5KzDdx9YNANzX41EZF2LdFs1xWSsYgpfTpjd8CLP+5puftvmWNW5caOhNAEiKtOnGjOiYiIyJmktNLKjA830MN6gCGWfTgsHmYlRXsTGAVdhgFwa+edFJZbuf6tVWQWlDXuPmmrzbkmAdHmzMuB14B/BBRmsOrrN7ng+cWc969F5C5+A4AfbEMpcA9haFwnOvt5Ulxh5Yft2fy/uVsZ+4+FTJl1kINJD5j3Tv4TFOe04EuLiLiOEidSr+o5JwcqgswDGhAv0nh2G7w2Bl4aaP68OABe7A8v9MM3ex3lDg92JtxFt1C/mkuCY/sAEGFtoOx6x1dQUQDrZ8Hs6fX2o1194ChPf2+26PrTxX1JPPSReWLgr8A3pEVeUUSk3YodAb6hUF7Ao33zAJi3JZPthwuaf2+Ho7ZN16DrzW11xUnWVigvbP4zREREpNU5HA4e/2o7e3OKucN7IQBGn0vAP9zFkZ2Es13Xrztvo0uwDwdyS5j+xkrS8hoxy626TVf8eDAMCqrcWBl2NQBBG19j/5Figtwqudpjubls8ky2PDGJz38zhrV/vICvZ47loQt7MSyuExYDdmUVMWlFX3ID+pgtv+Y/2qKvLCLiKkqcSL1iOvmSEO5Ppr2TeaBIFScijVZ4GI46e+q7+4C7N7h743DzotThxfPWq7nm/BF1LomKNxMnnSgiP/cUCcvDm2r39y+E9y6qk+DMKSxn5kcbsdkdXD4ompv6ecLOr82TGgovIh2BxQ0SpwAQd2QRFw+MAuCeD9aTkd/Ib2b+0uGNcGSX+c/1fleYxwKjITjOrEJJX9v4e1orwWZtXlwiIiLSKB+tSeOz9ekEGaVcajETBQy/3bVBnUpvM3Hik76cT27tS1xnX9Lyypj+xkpScktO7x7OxElB5Gj+Om8HY/7xE3fvTKLY4U0fSxqvjzrG6kvz8XWUQqd4+o65BG8Ps22ZxWIwMCaY+yb25LPfjGHDny7kisFdqLRbuDX3BuxYYNtnsPfHVnl9EZG2pMSJnNSEXmFkO5yJk0LNOBFptAJn1UinbvBYFjyWDY9l8+/Ry+lb8R6but5CUmxwnUt8/YPIpjMAWQe3139fhwMyN5n7F78AfmGQtQXevhCO7KbKZmfm7I0cKaogMSKAv185AGP9LLBboesYiBzQGm8rItL+ONt1sfs7Hp/Wp+bDhevfWtW0nuDVqqtN+lwC3kG1x2vmnDQwIN7hgKP7YfMc+O4P8Nb58HQXeL43lOY1PS4RERE5bRtTj/HE1+YstJf77cHNVgZhvSFurIsjO4XQnhDaC+xVdDmyjDl3jaZHmB+ZBeVMf2Mle7NP7ERQR3khjowNAFz2nYW3l6VQUmkjKiKKzB7XADAlfw7em9831w+9FSwn/+gw2NeT56cn8edL+7HL6MF71skAVH39AFSeZiJHRKSdUuJETuqCvhE1iRO7ZpyINF514iQotuaQw+Hgq80ZAFwzLLa+qzjiZR4vSt9V/33zD0HZMbB4mLNKbk+GkB5QkArvTOLzj9/DOLSc270W8knXufh+fBWseNm8dsSdLfNuIiJngu4TzIq/gjTCS/fy0Z2jiA3x4dDRUq57axU5hU1InlgrYOun5n51m65qcacxIH7PAnimO7w8BObeBWvegIz1Zq/xkiNw4OfGxyQiIiKNkltcwW8+2ECVzcHkvuGcU+Cszh/2azAM1wbXEGfVCbvmERnkzZy7R9M7MoAjRRVc8+YqNqfl43A4TrjsaHEFc774BMNh46A9goPWzgzv1olZtw1n/gPn0POyP4DFHQ4uNatrLR4w+MYGwzEMg1vGdGPO3aP4r/cNpDtC8ShK4+Dnj7f0m4uItCl3Vwcg7dfwbiG87xMBNig7mo5fw5eIyPEK0sxtUEzNoe2HCzlwpAQvdwuT+kXUe1mJfzeo2IT1yN7671vdpiuiH7h7QUi8mTz56FpIX8O1e3/HtV7OtVuPu65zgvntaBGRjsLTF3qcD7u/hV3fEn3eo3x05yiueWMVKbklXPfWKj6+azRhAV4N36va7u+hPB8Cu0D8uXXPVVecpK81W2+5e9Y973BA8uNQlgduXhCVBDHDoMtQ2JsMWz6GQyuh/1XNem0RERGpR+YW2PEVNp/OvL3OileRHz1Du/HCqFKM2bvAwxeSrnV1lA3rfTEse978s4O1glB/Lz6+axQ3vbOGrRkFXPbqcjzdLEQEeREZ6E1kkA8+HhbmbcnkQftP4A57fAfzv5tGMC4hFKM6URQUA/2vNv88AtD3UvALPe2whsaF8OlvL+Tdd+7jkfwniNn1LrlZDxAaWf8XBkVE2jslTuSk3CwGfXr1gp3gVqJWXSKNVlNxUps4+XqzWb11QZ8IArw96r3MEdIDjoJXwYH673t4o7mNHlR7zK8zeVd/xqoXr+cCx0pKvCPo1LU/hCVCaKK5jRwAbvU/U0TkrNX7IjNxsvtbOO9RYjr58tGdo7j2zZXsP1LC9W+t4qO7RhHqf5rJk+o2XUnXcrTUysJdh/lpZw55JZX0iw7gEc9gvCrzcWRuwoitO8eKfT/BkZ3g6Q8PbgOfTrXn3DydiZMVLfPeIiIiYso7AAv/Zs7eANyAR4BHvMBR6o7xufNrogOurtuCs72KHgwBUVCUCStfgTG/JdjXkw/vHMl9szeyeM8RKm120vLKSMsrA47VXHq+3y6wwYXTfoXRM+zEe4+9vzZxMvS2RocWHuDNQ/fdz+6/f0CibS/7l3xM6PSHm/iiIiKupcSJnNLYIQNhJ3jby6goycfLL9jVIYmcOX6ROLHbHXy9yUycXJIUfdLLfKJ6wV4IKkutf0H1fJPowXUOP518kE/L76VPxMN8ff94cFM3RhERek0BwwJZWyE/FYK70rWzL7PvHMW1b65ib04x099Yye3j4pnSL5LOp0igOAozYd+PGMB9O3oz78cfOb4TxpqDeYz26MEkt/W8+O77bO4KU/tHctWQGNzdLLDS2TZxyM11kyYAcWPMbc52c86Jb0jL/nUQERHpaIqyYckzUD3vEciKmsjG9EK6GVn0cs/BzV4BFQXmnxWGnyFtjS0WSLrOrDr56S+w+WOY+ASBvafx/q9HUGG1kVNYQXZhOZkF5WQXlpNbXMmoSOjxlfnlPCN+fP33jugHU5+B8gLoNq5J4Xm4WTgWNxUO7MV3/7eAEicicmZS4kROaXCPGIrxxZ9S1m/dwZhRY1wdksiZ4xeJkzUH88gqLCfA250JifV8u8cppGs/AKKsh7HbbFjc3GpPOhy1rbqiBtUcXnXgKJ+uT8cw4K9XJuGhpImIiMkvFGJHQeoKs83WyLsB6Bbqx+w7R3Ltm6s4cKSEP87dxuNfbWd0985MGxjF5H6RuFUWkLplKcUHVuOTs5G4sp10wsY6ey++yTC/ndo3KpAL+kYQF+LL1owCMnYPhpL19Lfu4KXdR1i0+wivLz7AEyMcTDiwyPxgZuQ99ccZmgi5u80ZKb0vasO/SCIiImeZpc/Bkn9BVan5e8IFHBr8MFPn5FNaZePuc7vz6OREKMyAo/vAJxiiBro05EY57/+BfzgsfgZy98CcGyB2JFz4F7y6jiI2xJfYEN+61+z4ytyG9TGvPRnnn5WaI3bsNXDg3/Qp30x+bhbBoZHNvqeISFtT4kROyWIxKPMOx7/8IJt27FTiRKQxfjEcvrpN19T+kXh7uJ3sKiK79qLK4YavUUF25kEiYnrUnjx20Oyt7+YJ4X0BqLDa+ONcc5jJ9SO6MjSu04k3FRHpyHpfZCZOdn1b58OA7mH+zLt/HJ+vz+C7rZlszShgzb5MolI+I2neD/S1HGLAL25V7vBgafgNPDW0H+f3iaBLsE/NuauGxkD69fD225zne4CHR/bkneWHSMktITf5dXCD7NgphAd3pd6xs3GjzcTJoeVKnIiIiDTVoZVmJQZAzHCY+AT2uHHc/9oKSittjE3ozMOTEs3KjeBY8+dM4+YBo34Dg66H5f+Gla9C2mp4dzL0vRyueB08fOpek7LE3J6s2qQFdenRn/1u8fSwpbB3yRyGX/nbVn+miEhL01eSpUFenboAkH5oP+VVNhdHI3KGKC8wS74BArtQabXz3VZzVtBlg7qc8lIPTy+yLObg+CMHt9c9WT3fJKJfzdDhNxYfYP+REkL9vfjDlN4t9w4iImeLRGcS4tByKMuvcyo8wJvfTOjBN3f0Z+N5W9kY+BDPerxJX8shANKNSNYFXsCqxD+w++K5GI+m8uDMB7hpdLc6SZMaUQPBwxf3inxm9Lex5A/n8dg5nbjMshyAu/aO4po3V5F+rPTEa+PGOuPUnBMREZEmq04Q9L4Ybk+G+HP4eG0am9Py8fdy5/npg8wWmmcD7yCY+Ce4fyMMvRUMN9jxJXxyC9iq6q5tw8QJQE7MZAA8985rk+eJiLQ0VZxIgwLCYiETgq25LN5zhMn9VGIp0qCCDHPr0wm8/Fm6M5v80irCArwY1b1zg5cf9e5KbNlhSg7vrnuier6Js01XSm4Jr/y8D4A/XdyHIB8NfxcROUHnHhDWG47sgk9vhdBe5j+ffUPAJ8T8Z+v6WXSqLDbXB0RTOOgOrP2vISYihpjGPMvNA2KGmR9OpK7Ef1gf7vBKBsNGqn8SO629qEzJ476PNvLZPWNwsxxXe1I95yRzM1QUg5d/y7y/iIhIR3LI/LICPc4Dw+BocQX/nL8LgAcv7EVEoLcLg2slgVFwyUswYDp8cCXs/QHm3gNXvgkWNyjMNFt6YUC3sW0SUvToa+DQ6/QpXU/BsVyCOoW2yXNFRFrKWZJil9ZkBJpDrMONY3y7JdPF0YicIX4x3+Qr51D4iwdG1f2Q7CTKA+MBcBzdV/dE9XyT6ME4HA4e+3IrlVY75/QM5dJTDJwXEenw+l1hbg/8DGvegMX/gO//AF/cAStfgcpis+f35a/BbzcTOPEhQiIalTKp1XW0uT20EipLYN275uFpD7PggfEEeLmzMTWft5ceqHtdUAwEdwWHDdLXNPFFRUREOjBrJaQ5/x3qrOT8x/e7KCirok9UILeMjnNhcG2g21iY/j+wuMO2z+C735tzMg8uNc9HJZlfHmkDcb2HcMgSi6dhY+/ST9vkmSIiLUkVJ9IwZ+Ik0jjGjzuzKau04eN58vkMIgIUpJnboFhKK60k78gGGm7TVc0ITYBs8ClMqT3ocNRWnEQP4stNGSzfdxQvdwt/vbw/htFwQkZEpMMa+wB0ToCiTCg7BqV5UJZnbj39YdivoeeF0BL/LK1OnKSugo0fmrOpOsVD4kV0s7jx2MV9+L/Pt/Jc8h4m9gknITyg9tq4sZCfarbr6nF+82MRERHpSDI3gbUMfDtDWG/WHszj0/Xml9r+enn/s6dF16n0mmRWmnx2u/nlDe9gKMkxz7VRm65qmdGTiEt/B7dd38Clv2nTZ4uINJcSJ9KwgCgAurrnU1pmY9HuHKYOiHJxUCLt3HEVJ8k7simrshHX2ZekmKDTutwvOhG2Q0h5Wu3BYynm7BQ3L/L9e/DXeSsBuH9iT+I6+7X0G4iInF08vGHA1W3zrJjhZo/xglRY8qx5bPQMs1UGMH1YLN9tzWLxniP8/tMtfP6b41p2dR0Nmz/SnBMREZGmqG7T1XU0VXYHj83dBsC1w2MZGtc2lRbtQv+roLwQ5j0Ay54HN3M+JvHntmkYYSOnQ/o79ClZQ0lRPn4BwW36fBGR5ugAqXZptkAzSRLjng/AvK1q1yXSoOMSJ18723RdmhR92lUh4d36AxBlz6KqssI8eNxg+PdWHeZoSSU9w/2585zuLRq6iIg0k5e/OSQezG94egfDoOtrThuGwT+uGkCAtzub0vJ56/iWXdUD4tPXQVV528UsIiJyNjjoTJzEjeX9FQfZnV1EJ18P/m9Kb9fG5QrDboML/mzu2yrN9l1dR7VpCN37jSDdiMLbqGLX0s/b9NkiIs2lxIk0zFlxEmDNw4KdhTtzKK20nrhu44ew69s2Dk6knXImToq9I1m85wgAlw06/RkkYVFxlDq8cDfsZB0yBxlWzzexRQ3iozWpANw3sSee7vpHuYhIu1PdrgvMNmCedSsDo4J8+NPFfQF4fsEe9mYXmSc69wC/cLBVwOENbRWtiIjImc9uM9tkAkdCh/FC8h4AHpnam05+nq6MzHXGPQDjHjT3u40zv9zRhgyLhbTIC839HV+16bNFRJpLn7ZJw/zCwbBgOGwkBVdSVmVj4a6cumuOHYSv7oVPb4WqMldEKdK+OBMnK474YLU76BsVWLeHfQMMi4VMd3MeytHUneZBZ8XJDkd3cooqCPX3ZEq/yJaNW0REWkZ14sTiASPuqnfJr4bGcF5iGJU2O7//dDNWm92csRI3xlxQ3W5EREREGpa1FSqLwCuIP682KKm0MaRrML8aGuvqyFxr4hNw63dw5dsueXzoiF8B0LtoFeWlRS6JQUSkKZQ4kYa5uYN/BABXJJh/y8zb/It2XZmbza2tErK3t2V0Iu2P3QaFGQB8ccBszdWYapNq+T5dASjP2g12O2RuAeDD9BAArh3eVdUmIiLtVa/JMPBamPrPmranv2QYBk9fOZAAb3c2pxfwZnXLrup2XZpzIiIicvqcXzjIDxvKvG05WAz46+UDsFhOr13yWcswoNtY8A9zyeMTksaRSRi+RgU7l33pkhhERJpCn7jJ6XG265oQbbbo+nl3DsUVx7XrytpWu189h0GkoyrKAocNh8WdZOds94uTGp84qQw2Z5cYefvNwfAVBdjdvPgs1R+LAdeN7NqSUYuISEty94Ir34Dht59yWWSQN487W3a9mLyXrIJyiHNWq6StAVs97VFFRETkRM4vHCwsSwDg6qEx9I0OdGVEgtlN4VDERABs2750bTAiIo2gxImcnkDzQ99Y93y6h/pRYbXz6bq02vPZxyVOMje1bWwi7Y2zTVepdwQ2h4XekQF0CfZp9G3cw3oC4F90sCYhedirB1bcOb93RJPuKSIi7c/VQ2MYFBtMpc3O/G2ZEN4XvIOgshiytrg6PBERkfbPbq9JnHyQabY8vuOc7q6MSI4TPPRqABILllNRXuriaERETo8SJ3J6nBUnRlEmt58TD8BLP+2loLTKPF+n4mRzW0cn0r4UmEnFLEIBOKdnaJNuE9ilNwBhlWk1CcllpTEA3DQ6rplBiohIe2EYBhcPNP+sNX97FljcamekqF2XiIhIw47sgrI8Ki3ebLHHM75XGL0iTn/GpLSuXkPPJ4cQAowydq342tXhiIicFiVO5PQEOAdQF2ZyzbBYekX4k19axcsL90JZPhSk1q49shOqyl0Spki74Kw42VMeDMC4nk3rJRsZ3w+AcPKwpSwDYH1VN+I6+3JOQtOSMSIi0j5N7mf+WWtNSh55JZXHDYhX4kRERKRBzvkm62w9seLOHePiXRyQHM/i5kZK6HkAlG/50rXBiIicJiVO5PQ4W3VRlIm7m4U/TjN7cb+/8iCZe9Y718SAb2ewWzUgXjo2Z+Jkf2Uwnm4WRnQLadJtgjpHcAyzJ69bptmqa6u9OzeOjNOAQxGRs0xsiC99owKxO+DHHdm1A+JTV5jtR0REROTknImTldZEekX4N7nqX1pPyKBpAHQ+toUjRRUujkZEpGFKnMjpcbbqoigTgHN7hXFurzCqbA4WL11onovsD1GDzP1MDYiXDsyZODnsCGVYt074eLo1+VbZHjE1++UOD1LdYrl6aMwprhARkTPVlP5m1cn87VkQlQQevlB2zGw/IiIiIvVzOHA4KzRX2/twx7juGIa+aNbeJAw025DGc5jZy3e7OBoRkYY1KnHy9NNPM3z4cAICAggPD+fyyy9n9+66/7CbMGEChmHU+bnnnnvqrElNTWXatGn4+voSHh7Oww8/jNVqrbNm0aJFDBkyBC8vLxISEpg1a1bT3lBaRnXFSWFmzaE/TuuDxaB2vklEf4geZO4f3tSW0Ym0LzWJk86Ma+Y3nYr8ameZ7HDEcVFSLJ38PJt1TxERaZ+qEyfL9uZSbDUgZrh5wvktWhEREalH3gGM4mwqHB6k+/bh0kHRro5I6mEERFHpGYSb4WDl6hWUVlobvkhExIUalThZvHgxM2bMYNWqVSQnJ1NVVcWkSZMoKSmps+7OO+8kMzOz5ueZZ56pOWez2Zg2bRqVlZWsWLGC999/n1mzZvH444/XrElJSWHatGmcd955bNq0iQceeIA77riDH374oZmvK01WXXFSUQCV5v/evSICuG5EV3pbzPkm9ojjK042tX2MIu2EwzkcPsMRyjkJTZtvUs3aqXvN/lZ7PDeO0lB4EZGzVc9wf+JD/ai02fl5V85x7bpWujYwERGRdsxx0JwHucnRg2tG98Lbo+kV/9KKDAOPqAEAdKlI4bP16S4OSETk1BqVOJk/fz633nor/fr1IykpiVmzZpGamsr69evrrPP19SUyMrLmJzAwsObcggUL2LFjBx988AGDBg1i6tSpPPXUU7z66qtUVlYC8PrrrxMfH89zzz1Hnz59mDlzJldffTUvvPBCC7yyNIl3IHj6m/vHVZ08OLEHiYb5L7ufjoXVVpzkaEC8dFAVRRjl+QCUeUfQLzrw1Osb4BXRq2b/WFA/kmKCmnU/ERFpvwzDqBkS/8P2LOg60jyRsf4UV4mIiHRsR7f/DMA6+nDjqK4ujkZOxYjsD0BvSypvL03BZne4OCIRkZNr1oyTgoICAEJC6g4+/vDDDwkNDaV///48+uijlJaW1pxbuXIlAwYMICIioubY5MmTKSwsZPv27TVrLrjggjr3nDx5MitXnvzbdhUVFRQWFtb5kRYWYP6HPEWHaw6FVqTjY1RS6vDiyaWllPlEg0+IOSA+Z4eLAhVxoYIMc+PwJaln12YPce8U26dmv8+Q8erVKyJylqtu1/XzrhzKgxPMg/mpYK10YVQiIiLtWKo538S7xzl09vdycTByShH9ABjgnkZqXqn5RRERkXaqyYkTu93OAw88wNixY+nfv3/N8euvv54PPviAn3/+mUcffZT//e9/3HjjjTXns7Ky6iRNgJrfs7KyTrmmsLCQsrKyeuN5+umnCQoKqvmJjY1t6qvJydQMiD/uX2zZWwFIscSRUVjF28tSaqtO1K5LOqLjBsOfk9C8+SYA0T0GkEkYaUYU48eOa/b9RESkfRvYJYjIQG9KKm0sz3IHdx9w2M3kiYiIiNSRdmA3odZsqhxunDvxYleHIw2pTpx4mF84fGPJARwOVZ2ISPvU5MTJjBkz2LZtGx9//HGd43fddReTJ09mwIAB3HDDDfz3v/9l7ty57N+/v9nBnsqjjz5KQUFBzU9aWlqrPq9DqhkQX1txUj0Y3i9uEACvLtrH0UDnN+Q1IF46oLKjBwHIaIHB8ABe3r74P7iGoAdW4OOtb0+JiJztLBaDyf3MLxD9sCMbQpyzrvIOuDAqERGR9mnN4m8ASPXqSUJMRAOrxeXC+gAGflV5RLkXsjktn7UHj7k6KhGRejUpcTJz5kzmzZvHzz//TExMzCnXjhxp9mbet28fAJGRkWRnZ9dZU/17ZGTkKdcEBgbi4+NT73O8vLwIDAys8yMtrKbipHbGCdlm4iSu7wjG9wqjvMrOKzv9zHOqOJEOKPPQXgCKvSOJ6eTbIvcMCAohMCik4YUiInJWmOxs15W8Ixu7EiciIiL1Kiyvwn5wOQCeCeNdHI2cFk/fmi+F3N7T7Cjz5hL9GUdE2qdGJU4cDgczZ85k7ty5LFy4kPj4+Aav2bRpEwBRUeaH7qNHj2br1q3k5OTUrElOTiYwMJC+ffvWrPnpp5/q3Cc5OZnRo0c3JlxpaaeoODEiB/DC9CQiA71JLjDXObJ3gLWiraMUcanCrIMA+IZ2c2kcIiJy5hrRLYROvh4cK60i0835xZW81q3eFhEROdN8ujaNEQ7zM4mYpIkujkZOm7Nd1+XRZqXJjzuz2ZdT7MqIRETq1ajEyYwZM/jggw+YPXs2AQEBZGVlkZWVVTN3ZP/+/Tz11FOsX7+egwcP8vXXX3PzzTczfvx4Bg4cCMCkSZPo27cvN910E5s3b+aHH37gscceY8aMGXh5mW1o7rnnHg4cOMAf/vAHdu3axX/+8x8++eQTHnzwwRZ+fWmUX1aclObVDoqP6Ednfy9evn4wmUY4+Q4/DHuVBsRLx+OccRLRNcHFgYiIyJnK3c3CBX3MdiPrizqZB1VxIiIiUsNud7B8+SLiLDlYLV4Y3TQP8owRYc5JDi3eV/PnnXeW6c85ItL+NCpx8tprr1FQUMCECROIioqq+ZkzZw4Anp6e/Pjjj0yaNInevXvz0EMPcdVVV/HNN9/U3MPNzY158+bh5ubG6NGjufHGG7n55pv5y1/+UrMmPj6eb7/9luTkZJKSknjuued4++23mTx5cgu9tjTJL4fDZ5mD4enUDbwCABjeLYSHJ/dmq92sRjq8c2Xzn1tyFH74IxzVNy2lfcvILyPEarYZ7JHQ28XRiIjImWyKs13X/MPOFqhKnIiIiNRYtCeHpOIl5i8JE8HL37UByelzVpyQvY27zzXbdn2+IYOconIXBiUiciL3xix2OBynPB8bG8vixYsbvE9cXBzffffdKddMmDCBjRs3NiY8aW2Bx1Wc2O01802qvy1Q7a5zujN/fT8o3Ma6lT9z3tg7CfD2aPpzF/4F1s+C3L1wwydNv49IK1u+J4srjDwA/MO7uTYYERE5o41NCMXP040NxZ3AGzh2CGxV4NaMP1OJiIicJd5bfpDHLWsAcO9/hYujkUapTpwc2c2w2AAGdw1mY2o+D32ymfduHY67W5PGMYuItDj900hOn38EYIDdCqW5NfNNfpk4sVgMxk+4EIBulXt55POtDSbdTqq8ALY4kyX7F0JZftPuI9IGNu/cg4dhw44b+Ee6OhwRETmDeXu4MaF3ONl0osrwAocN8lNdHZaIiIjL7T9STOa+TfS0ZOCweEAvdSc5owTHgYcf2Cow8g7w18v74+PhxtK9ufz1252ujk5EpIYSJ3L63DzAP9zcLzwM2c5WXZH9T1jq320YAL2NNBZsTePVn/c17ZmbP4aqUnPfXgV75jftPiKtzG53kHFoLwBVfhHg1qiCPhERkRNM6ReJAwvphjMZn5fi2oBERETagf+uOMhUZ7WJ0eN88A5ycUTSKBYLRPQ197O30S86iBeuSQJg1oqDzF7t/KJIVTlUlrooSBERJU6ksarnnOSnwpHd5n7EiYkTOnUD7yA8DSu9jHT+tWAPT83bgd3eiMoThwPWvlN7P4DtXzYxcJHWtSOzEP9yc/6PR0hXF0cjIiJng3EJoQDsqQozD+Rp3puIiHRsReVVfLY+nYvczMQJfS9zbUDSNDVzTrYDMKV/FA9d2AuAx7/axqo9h+HVEfBSUu18XRGRNqbEiTROYLS5TVkCtkrwDDDLLH/JMCDK/MbA/yWVAfDOshQemLOJCqvt9J51cBnk7jZLOK940zy2/ycoL2zuW4i0uKV7c4k2cgGwBMe6OBoRETkbdPLzpFeEPwcdEeYBDYgXEZEO7rP16YRVpdPHkorD4g6JU10dkjRF9RdwnYkTgJnnJ3BJUjRWu4M5H70D+YegJAdmXQwZG1wUqIh0ZEqcSOMEOFtF7F1gbiP6mWWW9YkaBMB4/wxevGYQ7haDrzcf5tez1lJUXtXws9Y5q00GTofYERDay0zWqF2XtEPL9h0h2jhq/hIU49pgRETkrDG8WwgHHdWtupQ4ERGRjstud/D+ioNMtawFwIgfD74hLo5KmuQXFScAhmHw7NUDGRgTxCTrYgAc7t5Qng//vQzS1rggUBHpyJQ4kcYJcFac5B8yt/XMN6kRPcjcHt7E5YO78O6tw/HzdGP5vqNc88YqcgrLT35tURbs/MbcH367WcFSXYKrdl3SzpRX2Vh78BhdahInqjgREZGWMSL+uMTJUbXqEhGRs8far19n9cu3UF5Wclrr/z97dx0exfU1cPw7uxv3ECUhAoHghOAOxbW0hQqFFqq00P7q8tbd3VtaaAsUalBKKe6uCS4hECXuvjLvH3eTQAkQ38j9PA/PbmZnZ85CC7Nz7jlny5lUzqcXMF4nEid0mFSH0Ul1yquDeMyOg6Lsss22Vlrm3RzCcO0hAF5zfwuDf18ozoGfb4DzOywRrSRJzZRMnEhV4+x76c8VzTcpZa44IfkYGPUMbufJkvv64eFozfELOdz41U62n0mr+L0HfwKTAVr1AZ8uYlvHyeIxaj0U59bkU0hSrdp3PoMSg4kAXYbYIBMnkiRJUi3pFeROjEm06lKzYsBosHBEkiRJklRz2Tk5dDzwEn3SlxO58qtKvWfBjvP4K6l0Vs6CooH2E+o4SqnO2LmBs7lTQ/LxS17yiluNNQZOqgH8EOvNhIxHyGs5AEryYNEUiN5c//FKktQsycSJVDVO/0mclCY1KuLeGmxcwFgMKScA6OLvwh8P9CeohT3xmYVM/34P9/+8n7iMgvL3GQ1wYIF43vPu8u3encC9jTje6TW183kkqRaUJgD9NbJVlyRJklS7WrraoXX1o1i1QjEZxMpMSZIkSWrkDmz8HQdFdKFocXIxqsl01f2jU/PYcjqVsaVD4QMHgKNnXYcp1aWydl1HL90euRQAx9634+dqx8kME/1i7ifBYwDoC2DRzXB2Uz0HK0lScyQTJ1LVlA6HB0ApL6+siKKAb1fx/NxWyE8HQzGB7vb8NXcgM/sHodUorDmWzPAPt/DB2lMUlBjEDJOcBLBvUd6eq/R4nSaL58eX1/IHk6Tq23YmDXuKcDDmiA0ycSJJkiTVol6tPYhRvcQPGbJdlyRJktS4qaqKcmxZ2c8hxrOcidh21ff8sOMcALc4iBZOl9wrkBqnCuackBkDsTsBBf+BM/jn4YGM6OBFrlHHsPj7OOzQXyym/fM+KMy0SNiSJDUfMnEiVc3FFSct2oC1w9X3L51zsvY5eK81vO4Fr3ng8kkbXo6/lx2jLzCojSslBhOfbYxi+AdbSNtsLtPtPgOsbC89XunF0Zl1UJxXKx9JkmoiLa+Y4xdy8C2db2LjArbOlg1KkiRJalJ6B7kTUzYg/pxlg5EkSZKkGjoUfYHeJXsAiLMKBiBr69dX3D85p4hf98XjQzohxccBRbbpagoqSpwc+U08Bg8CFz9c7a357o6ePD++AyaNNVPS7ydG8Yf8FFj3Uv3HLElSsyITJ1LV2LqAzk48v9p8k1Jdbga3oPL3gJhdUpQNKcfw2fQYPxU/wrKhqfi72mKTcw6P5O2oKNBz1uXH8+kKbsFgKIIza2vlI0lSTeyIEm26+rYwt5uT1SaSJElSLesV7M45c+LEkBZl4WgkSZIkqWYiN/2Og1JMhpUPecPfAqBz5gZystIr3P+7rdGUGE3c62m+wd6qz+XzV6XGp/SeUsoJMJlAVeGwaNNF11vKdlMUhXsGtebX2f3wdHXmiaK7xAsHf4SYnfUctCRJzYlMnEhVoyjlFyg+lUic+HaF/0XC80nwQjo8EwuPnYA5+2Dka2DnhpJ2mu67/8dW11f5wuMPALaYwtie5ljx+UurTmS7LqkBKJ1vMsCjUGyQiRNJkiSplrX2cCDdWrRLzUs8beFoJEmSJKn6sgv0eMWuAkDf/nra9x7NeU0r7JViTqz57rL90/OKWbQnFoCbbA+IjbJNV9PQog1oraEkF7Jj4UIkpJ0GnS10mHjZ7uEBbvzz8EAc2w1isWEYAKmLZ1NSVFjfkUuS1EzIxIlUdaXllIEDqvY+rU5UrDi3BM92MOBhkVQZ8jRYO6JJiqBTrlgt8JNhOPf9vJ+IuKzLj1M65+T0WijJr/bHkKSaUlWV7eaKk04OuWKjTJxIkiRJtUxRFOx92gGgpssZJ5IkSVLjtXzfGYYpBwHw6nsrikZDUtvbxM+nfrlsSPwPO85RqDcyyNeIS+p+sbGCm+pSI6S1As9Q8Tz5GBz+VTwPHSvuHVXA1d6a7+/sRfbA50lVXfAsjuHPz54gOaeonoKWJKk5kYkTqequ/wLu3QiB/Wt+LFsXGPZ/IoHSdw5obTD5dEMfPJyCEiMz5+8lKiX30vf4hoFrABgKxawTSbKQs6n5XMguwlqrwU9jLiuXiRNJkiSpDvi2FgtXnAoTwGS0cDSSJEmSVHWqqnJ+93LslWJy7fxQWnYHoMPo+yhSrQg2nefU/g1l+2cX6PlxZwwAL/gdQkEFvx7g2soi8Ut1oLRd14VIOPq7eH5Rm66KaDQKD4zpSVL/lwG4IW8Jcz5dwr7zGZfuaDTAib8hZlctBy1JUnMhEydS1dm6iIuV2uTgAWPehKfPo7l7LV/f0ZturVzJKtAzfd5e4jMLyvdVFOg4WTyX7bokC9p+JhWAXoHO6M5vFRtLV8xIkiRJUi3qGNqBYlWHDgPGrDhLhyNJtc+ot3QEkiTVsX3nM+mRtxkA6243ie/2gIu7J0fcRgCQu6O8XdePu86TV2xgpvtR2h77WGwMu70+Q5bqWmlHkwMLIC8Z7NyhzfBKvbXLqFkUBF6HjWLgyZKvmPbtTn4/EC/+PTm0ED7vCUunw48TIedC3X0GSZKaLJk4kRoWa3uwssXBRsf8mb0I8XIkKaeIO77fS3pecfl+l7TrKqjwUJJU10rbdN3W4gzkJoqLvJARFo5KkiRJaoo6+LmRgDcAsWeOWDgaSaoFqgoJB2Hj6/DVAHjNA/ZePt9AkqSm4/ddJxiuOQSATdebLnnNaeC9AHTJ2kh2Rir5xQZ+2HGOXspJXih6H0U1QfcZ0POueo9bqkOliZO8ZPHY+UbQWVfuvYqC/eSPUa3s6aM5yc3KBvb++TE573WDv+ZA5jmxn0kPEQtrP3ZJkpo8mTiRGix3B2t+vrs3fq52RKfl8/a/J8tfbBkOzv6gz4e43ZYLUmq29EYTu6NFKfCg3NViY9dbQGdjwagkSZKkpkqrUci2F61JLpw7buFoJKkGYvfAykfhww7w3TDY+h4kHxWvbXwdinIsG58kSXUiM7+EkhOrsVNKKHYKBN9ul7weGj6MaE0QtoqeE6u/YdGeGLwKo/nB5gO0phIIHQcTPi6rUpGaCK9Ol/58jTZdl3ELRBn2fwC8YfUD71p9h3NRAnk6N0wjXoNx74v9Dv4E/5mfI0mSdC0ycSI1aL4udnx0SxgA/xy5QEGJQbygKOBj7oWZed4isUnNW0RcFnnFBlrbFeAca561Ez7DskFJkiRJTZri3gaAgqQzFo5EkqopOwF+GA37f4DcC2DlAB0mwQ3fgEc7KMqCPV9bOkpJkurAHwfjGY2YNXFxm65SikZDavtpAPic+YUVW/bwo/U7OJEPrfrATd+DVlfvcUt1zNEL7D3Ec7cg8O9V9WP0eaAsEVdg7cFr+un0zPuQR+IGUdLlNrBxgaxYiN5Ue3FLktQsyMSJ1OD1CnIjsIU9BSVG1h5LLn/BNUA8ZsVaJjCpWdt2RrTpmuNxAMVkEFVQ3p2u8S5JkiRJqj63Vu0BsMo6h6qqFo5GuozRANnxlo6iYUs6Aqiicvz23+GpaLjlZ+h2Kwx9Ruyz83MozLJklJIk1TJVVVm25yTDNBEAKJ1uqHC/jqPvpUC1IUiNZ77hGXyVDFSP9nDbEtHWW2p6FAV8uojnXW6uXkWRVgczlsOti7F/8ihdpvwfBo0tKyITuXvxMUo6TRH7Hfyx1sKWpFqVc0FW3DZQMnEiNXiKonBDdz9ArFIp4xooHmXiRLIAMRheZUThWrGh+3SLxiNJkiQ1fb6tOwLQ0nSB6LR8C0cjXaIkH36aBB91FjP4pIqlR4nHVr2g7Uiwsi1/reMN4NkBirNh95eWiU+SpDqxOzqDNhk7sFX0mNzalN8o/w8nF3eOuo8EwFPJJt/WG2XGH2DvXp/hSvVtxMvQby4MeLj6x7B3h/bjwcqOyd39+GFmL+yttWw7k8YT0WFin5P/QF5KbUQsSbXn/A74uDO82xp+mgx7vpX3ORsQmTiRGoXSxMmOqDSSc4rExtKKk8wYC0UlNVc5RXoi47PprkThkncWdHbQZYqlw5IkSZKaOGvPEAAClGT2RadaOBqpjKEYltwOMTsAFdY+L6pPpMulm9vMtQi5/DWNprzqZPdXUJBRf3FJklSnFu2JYbxWzCbVdL7hqlUF7kMfxKQq5OCI7o5l4OJfX2FKltIyDEa/ATZOtXbIwe08WXJfX9wdrFmR1IJTunZgMkDE4to5QXYC/DUX4vbWzvGk5slkgjXPiv82TXrRTu7fJ+HjLvDVADH7LeWEpaNs1mTiRGoUAls40DPQDZMKf0UkiI2yVZdkIbvPpmM0qdztsENs6Hg92LpYNihJkiSp6XNphVHRYaMYOHPmlKWjkQCMevj9LvFF18peXA+knYLIWrox09SknxWPLdpW/HqHSeDdGYpzYNcX9ReXJEl1JiW3iO1HoxmqiRQbrtCmq1RItwFEX7+cwrs2YdNStkKWqq+rvyu/3NuXFg7W/FA4BADj/gVQ03anhhJYOh0O/SySJ7J9qlRdR36DC5Fg4wx3r4dRr0PgAFA0kHwUtr4HX/aFbwbDri9lxZQFyMSJ1GjcEC6qTv48+J/ESX4K6AstFJXUHG2PSsOOIkaYtosNcii8JEmSVB80WoqdxPVPWuxJCwcjYTLC8gfg5ErQ2sBtv8CQp8Vrm96CkgLLxtcQpV2l4gTMVSfPiud7vob89PqJS5KkOrN0bxzD2YeNohdJ00rMhQwJH4p3QLt6iE5q6kJ9nFh8b1922AwmT7VFm3WOvJM1HBK/7gVIPCiep52CqA01D1RqnIpz4ZfbRHutqtIXwoZXxfNBj4k2pv0fglmr4MmzcMO3EDoONDqRXFnzLHzQHhZNhVOra/dzSFckEydSozGhS0ustRpOJuVyPDEH7NzA2lzKmRVn2eCkZmX7mTTGa/dgayoAt2CxIkCSJEmS6kFpuy6H/FgSs+TCEYtRVVj5qFgpqNHBzT9B66HQ6x5wCYDcRNj7jaWjbFiKcyEvSTxv0ebK+7UfDz5doSQPdn5aP7FJklQnDEYTy/ac4jGr38SGbrdUb/i3JNVAqI8T3983jDWaQQDsX/Yx2QX66h3s2HKR2Ado1Uc87vq85kFKjdOxZXBqFax+WiQ3qmL3V5ATj+riz27Pqfy6L46vt5zlrVUneOKfOO4+1Jo7Ch9l+YhN6Me8C349QDXCmbXwyy2ijZesdqpzMnEiNRou9lYM7+AFwLJD8eKCy00OiJfqV0JWIdFp+dyi3Sw2dJ8uL/4lSZKkeqMzJ06ClCT2npMzIOqVoUS0SEg9BaufhYM/ilYKN34LoWPEPjobuO458XzbR3JOx8VKB8M7eIKd65X3UxQY9n/i+d7vIE/O85GkxmrDyRRuKViMn5KO6hoIfedYOiSpmQr1caLHDY8A0K94B7O/W0tWQUnVDpJ+VrTmAhjwP7jxO3EdEL0Jko/VbsBS41BabaSaYOVjYmZJZeSnoW77AIA3i6Zy6/xInvrjMG//e5Jvtkbz+4F4NpxMYevpVB5ZEceADW34qu135N6zC3rfL46x9T1YMVe0jZXqjEycSI3KjeFiMNzyiEQMRtNFc07kgHipfmw9nUprJZFemlPiIilsmqVDkiRJkpoT99aASJzsOivbGNWp0qqSj7rAm/7wuie83xa+6A17vhL7TPwUOt906fu6TDXP6ciG7R/Wf9wN1bXmm1ys3Rho2R30+bDzk7qNS5KkOrN160bu1v4LgDL+A7C2t3BEUnMW1GUARR6dsVEMdExZxZiPt7HmWFLl3qwvhN/uhJJcCOgH170gFvJ2vF68LudyNT8mI0RvFs8VLSTsh0M/XfNtaXnFRPz8DEpJHodNwczL7oGzrY6hoZ7cGO7HPQODeWpMKG/f2IUnR4fi7WxDSm4x76w+Sd9vY3nNNJOs4e+L+1GHFsKSaVCSX7eftRmTiROpURnSzhN3B2tSc4vZcTZdJk6kerfhRDJTtVvEDyEjwbmlZQOSJEmSmhf3YAAClWS2R6WhyhL9upObBPt/gOxYcaMEAAVsXcWMjkmfVzznTKOFES+L53u+lS1lS5XNN7lKm65SigLDzJU7e+fVX9VJXipsfkdWCklSLYhOyeGmCx+gU0wUhEyEtiMtHZLU3CkKtn1mATDDejNJOYXc//MB7vtpPxeyr9H+dPUzkHQE7FvAlB9AayW29zNXoBz+VVw3VEVhlqiszEms2vukhiHhIBRlga0LjHxFbFv3EuSnVbj7hexCnl9+hNvfXkjnC38A8J3tXbw4sTO7nh3Oglm9+fDmMJ6f0JEHh4Zwa+8A5gwLYdtT1/H+1G6EejuRX2Lk++3nGLCuFaeHfQM6O9G6a8GEK55XqhmZOJEaFWudholdfQH482D8RYkT2apLqnuFJUZ2nknmJu02saH7dMsGJEmSJDU/7uKmc6CSTGJWPufS5AqzOpN5Xjw6+8FDB+Gpc/BiOjwTAw8dqDhpUipkBAQNAmMxbH6rXsJt8NLNiROPyytOVFUlLqPg0kRgyAjwDQNDIRz9o35i3PY+bH4T1vxf/ZxPkpqwEys/JVwTRaFij/2k9ywdjiQJXaaClT1BajxvhOeh0yisPZ7MiA+2MH/HOYymChakRC6FAwsARbTncm6JyaSSV2xA9eshZp2Y9LBvXuXjSDkB3w2DVU/Auhdr69NJ9emsuU1X66HQ5wHw7iISKetfumS3lNwiXl5xjCHvbWbh7lgeVxahU0wk+V7HR0/PZdaAYBxsdFc8jbVOw5Qe/qx+ZBDzZ/WiWytX8kuMTF7vzPFRi8DOHRIPwvcjIeNc3X3eZkomTqRGp7Rd15pjSRQ6+ImNMnEi1YMdUWkMMu3HS8lCtfcQbSQkSZIkqT65tAKNDltFjw+ZbI+Sq8vqTKb5y2eLEFElYe8uqkmuYE90Ol9ujiK7UC8qJkaYVx9GLJa9z6F8xsl/WnUVlBiYs/ggg97dxAMLD1JiMPcHVxTodqt4Xl+Jk/j94vHYcrESWJKkainISGRQrGhdFBf+ODj7WjgiSTKzdYFONwJwO6v45+FB9Ah0I7/EyCt/H2fUR1uY8f0eZs7fy90L9vH0D6soWv4wAEvsb2PYci1hr66lzXOr6PzSGga+s4mfGA+Aad/3UFJw7RhOrIR5IyAjWvx8frsc8t0Ylc43aTMctDqYYG7PemghxO4mPa+YN1edYPC7m1iw8zwlBhN3toxnlPYAqqLF58Z30Gkrf1teURSGhXqx9L6+DAzxoKDEyJSVeo6M+RVcAsR/T7/dKf9bqmUycSI1Ol39XWjt6UCR3sS2VAexUSZOpHqw4UQSD+hWAKCE3wE6awtHJEmSJDU7Wh24BgIQpEli2xmZOKkzpav23IKuultSdhEP/XKIW77dzburTzH+020cis0E/x7m3ucqbHi1zsNt0FT1ohknIWWbL2QXMvXrXaw6ItqbrD6WxIOLDlBsMIodOk4GFIjfW/fX+0Y9JB8Vzw2FcOS3uj2fJDVhqb8/jjMFnNCEEDL2EUuHI0mX6jsbUOD4X4QWRfLb/f1444bOONnqOJuaz7YzaWw+lcqGkykMPPcJtmoR+03t+L+McZxLyyerQF92bzohq5CXz7Qm1uSJpjCDTz9+nbf+PUFcRgUJFJMJNr0FS2+HkjwIHAgaK8i9UF7lKjUOhZlipglAyHDx2Ko3hN8BQMavcxn67nq+3RpNkd5E31a2rB8UxcuGTwFQeswEz3bVOrWtlZZ5d/YsS57c+kc6kaOWgpUDXIiEM+tq+umki8jEidToKIrCTeaqk6VnFLExP7VymX1JqiaTSSX7+EbCNGcxam2g7wOWDkmSJElqrswzIkoHxOuNJgsH1ESV3sQwz5X5rxKDiW+2nGX4B5v5OzIRRQEPRxviM0Uy4JstZzENe0EMDD29GhIj6i30Bic3SdwkUrRliahDsZlM+nwHxxJzaOFgzf+Na4+NTsP6EynM/vkARXqjWKUeOEAc49iyuo0x9SQYisp/PnjtAa+SJF1OjdpIYOIqjKrC8fCX0eiu3IJGkizCpwv0mCmer3oKjWrk9j6BbHpiKJ/d1p0Pb+7Ge1O68v2QIiZqd2NCQ8bgN/lqRi9+vb8fax8dzN7nhnP45VH8eFdv7hkcwiqHyQCMz/uTb7dEMfT9zTy6NILTyeYZaUU5sHQ6bHlb/NxnNtyxHFp2Fz/H7q7P3wGppqK3gGoCj1Bw8S/bnNrnWXI1zrjnneFm4yqu8ylma9gGfsmdRci+F1Fy4sGpJQx9tkant7XS8t0dInmSX2Jk2tJYktrdJl7c9r6sOqlFMnEiNUrXh4mB3BtjijFZO4uNsupEqkNHE7O5reR38UP3GeDoZdmAJEmSpObL3Oqoi1UiecUGIuOyLBtPU1Xaqsvt8sTJjqg0xn6ylbf+PUl+iZHwAFf+njuQjU8MYUJXXwwmlbf+PcldKzMpbj/Z/KaP6y30Bqd0volbIOis+SsigVu+3U1qbjHtfZxYPmcA9w1uww8ze2FrpWHTqVTu/Wm/SJ50Fi1VOPpn3cZYmtjy6QJaG0g6DImH6vacUqWpJpkgbhQMxRSveBSAhepohg0bbeGAJOkKhr8Idm6Qcgz2/wCIxQ8Tu7XkxnB/pnb3Zfi5DwDQ9JzJqBEjGd3Jh97B7rTzdsLLyRZnWyuGtPPk/8Z1YPYjL2GycaaN5gJz/KIxmlSWHUpg7seL+PvjORR/3hdO/SP+fbn+Sxj7jhgwH9BXxBO701K/E1J1lM43Ka02AdYeS2LUN0d5rfgWAP7PeinfZ99NwMnvUYqyxfXkmHdgzh5w9KxxCHbWInkyIKQF+SVGbjnSE5PWGuL2QMyOGh9fEmTiRGqU/N3s6RHohqpCtq25X6pMnEh16MjezQzSHsWIBu2Ahy0djiRJktSc+XYFoI9tHIBs11VXrtCqa9OpFG6ft4ezqfm0cLDmvSld+X12fzr7ueBsa8Vnt3XnrRu7YKPTsPlUKrPO9BdvPP5Xebuq5uai+SYfrjvN/5ZEUGIwMaKDF78/0J9W7vYADAjxYP7M3thba9l2Jo27FuyjMGSCqFS5EFG3v38XIsRj66HQYaJ4LqtOLC4hJY2d708l49Ugju9eY+lwpGs5+BO2OedJVl052eFh3B1ka2OpgbJ3h+ueF883vQ75/7mW2v+DSKrYusJ1L1z7eDZOaMxVLE/YrWR3//3sdH6WtTZPMzFrITZ5CWRqW5A37W/ofnv5+wLN1wiy4qTxUNVL5psUlBj4v2VHuO/nA2QW6DnuNZFC7x5oVT2KaoLgIXDbEnjogGgTZ+tca6HYWWuZd0cvBoS0IKbEmT9Mw8QLW9+vtXM0dzJxIjVafVu7A5CgmjO1WTEWjEaqlpICiFoP+kJLR3JNQSe+ASDOf4JYLSlJkiRJluIbBkCg/iwaTHJAfF0ozoUC8+/rf1p1fbVZ3Lwf38WXjU8MZWrPVmg0StnriqJwW+8AVswdSFsvR3bm+bLZ1F20dNj5Wb19hAYlTSROLuj8+HSDqD6ZPaQN38zoiaPNpW18+rVpwY939cbBWsvOs+nM/DUaU/Bg8eKxOqw6Ka048Q0r61HOkd+hJL/uzildkd5oYsm/Gyn4Ygj989bSgmwc1j6OvqTY0qFJV2IoxrhNDEf+zHADNw/oaOGAJOkaeswSVYZF2ZfOIstPF8kUEMkVe/fKHa/P/SLRH78Xn4Mf0rIkBlVjzTGnATxmmMuA/PeYtKyQc2kX/bvSqo94TDt9efJGaphST0FOAmhtSHYPZ+Jn21m8JxZFgfuHtObPOYOwm74YRrwCD+yCO1dA6FjQaOsknNLkSai3E58UjcOIBqI3QcKBOjlfcyMTJ1Kj1TNQ/ON1oshNbJAVJ43P2udh4U3wVX/RI7KBSomOZIBelM66jnjSwtFIkiRJzZ5HW7ByQGcspLWSSERcFjlFektH1bSUzjexcwdbl7LNxxKz2XsuA51G4cWJHXGxs7riIUJ9nFgxdyD927TgS/0EANSIxZCbXJeRN0zmipP1qWKV5W29W/HM2PZoL0o4XaxXkDs/3d0HJxsde85lcMDRvIKyrtp1XTwYvmV3CBokWmoU58Cx5XVzTumKDsRk8tYH7zF+9zTaKvFkatzIxJlAUxwHfnvb0uFJV3LoZ7S5iVxQ3TnqPYmwVq6WjkiSrk6jhbHviecHf4KEg+L5xldFMsW7C/S8q/LHc/GH3veJge8hI2HyVyhPnqHT46u458GncXVxJTotn8lf7GBn6aIXe3fw7CCey6qTxsHcpssY0I/7lpzgbGo+3s42LLq7D8+O7YC1TgNOPjDwEfCunwSynbWWT24LI0XrzTLjQLFx6wf1cu6mTiZOpEYrPMANRYHjBa5ig0ycNC4mE5z4WzzPiIafJsFfc6Aw07JxVSB3vShz3GPTD9egrhaORpIkSWr2NFqxQhK4zjkRo0ll99l0CwfVxFyhTdeCHecBGNfFF29n22sexs5ayzs3deWoVScOmkJQjMWw56taDrYRMM84WZXoAMDdA1tf8y09At2Ye10IAO/GtEPVWEHKcUg5UfvxlQ6Gt3ERCRONBsJniNdku666sfV9+G0mbPtAtDzJTye3SM9zfxxi73cP8WLBmzgphaS698D1kV1EdX0CgM6nvyItUXYaaHAMxajmapMvDZO4rV8IilJxYlSSGpTAftDlZkCFf58SyZMDP4rXxr5T9SqBsW/DC6kw/XcImwZ2rgB0bOnM8rkD6B7gSnahnjt+2MuiPea/y8rmnOyqlY8k1TFzm66VBR2JjMvC1d6K3+7vT/8QD4uG1d7HmWfHtudLwyRMqiJm6iQfs2hMTYFMnEiNlou9FaHeTsTLVl2NU/IRyE8BKwfoebfYdmghfN5brCZUVcvGVyorjsDEfwCI6zTbwsFIkiRJklnLMACGOiUAyHZdta204uSiNl3pecX8FZkIwMwBQZU+VCt3e54a3Z6vDJMAMO2dJ1ayNheGEsgU1+lnTS0ZGupJiJdjpd56S69W2Fpp2JdsIqvlILGxLqpOytp0dRVJE4Cw20XLlbjdkHKy9s/ZnEVvho2vwbFloj3Owhvhvdbkv9OBOyKn84BOLK4q6jEbzzlrUJx96XH9XE7r2uGoFHJuqawAb3AOLUTJSeCC6s4qqxFM6uZn6YgkqfJGvgrWjhC/DxZNAVToPAWCBlTveFdIGno52fLLvX2ZHNYSg0nluWVHeXnFMYytZOKk0dAXlg1e/zw2CK1G4Ytp4QS0sLdwYMLM/kEEtOvGKlNvAIyy6qTGZOJEatR6BrldlDiRFSeNStR68dh6CEz4EO5aAx6hIpny+yxYNrtBJE/02z5Bh5Htxk507TPc0uFIkiRJkmCec9KBaAC2ywHxtSuztOKkPHHyy95YSgwmurVyJTzArUqHu6NfEFn+wzlj8kNTkou6f35tRtuwZZ4H1Ui+aksKrtw1IPiabynlam/N5DBxA/YvvfnG0rE6WGBTOhjenJAERJuNdmPE80M/1+75mjOTCda9KJ63Hoap041k2bYCwEdNJVQTj1FnD1PmYzvxHdCKdngarRbGvY9JVeiVvYaTe9dZ6hNI/2UoBnO1yVeGiVzfow121nXTy1+S6oSzLww2J2QL0sHKXiRT6oCtlZaPbgnjiVHtAFiw8zxvHzNfU1yIlHO1GrqYnWAo4oLqzhnVj+fHd2CAhStNLqYoCu9N6cZi6yni52PLIP2shaNq3GTiRGrUegW5lydOCtKhOM+yAUmVZy5vJMScjAjoC7O3wZBnQNHA4SWihZcl5aWiiRBflH+3v5m2lVwdKUmSJEl1znyD1zX7JFYalei0fOIzCywbU1NSWnFibtWlN5r4ebeompjVP6jKh9NoFN6aEsY8dSIARds+FzcbmwPzfJNo1Ye2Xk4Malu1Gwx3mn+/P4wLQdXaiuMlHa7dGC8eDH+x0iHxEYubz59XXTv2p7g5aO3EhRGfcmv6fYRlvUOXonl80uojCsZ8hPbBndD5xsve2i58CPvdxwGgW/M0RoOhvqOXKnJoIeTEk6S6sdQ4jNv7Blg6Ikmqur4PQou24vngJ8Cl7qqmFEVh7nVt+WJaOBoFvjtiIN/WB0wGiN9fZ+eVai776BoAthq7cnPPVsysxjVhXfN0suHeqZPZYOyOBhOJ/7xl6ZAatSolTt566y169eqFk5MTXl5eTJ48mVOnTlW4r6qqjB07FkVRWL58+SWvxcbGMn78eOzt7fHy8uLJJ5/E8J+Lns2bNxMeHo6NjQ0hISEsWLCgSh9Mah56BLqRiz1ZquiXTHacZQOSKqcoG+L2iOdtLqri0NnAsGdF5QmU37SwlD1foTUWEWFqg1unEbJPryRJktRweLQDK3sUfT5jfHIBWXVSq0pnnJhbdf17NInknGI8nWwY18W3WocM8XIkaOhMElV37IpTyd2zsLaibdCMqacBOKf6ctfA4CpfT3XwdaZPsDs5JlvOuPQXG4/+Uen3JydEs2f7es6l5WMyVVCp8t/B8BcLGQFOLaEwA07+U6W4pQoYikVrLuB0yF2M+vYEe89n4GCt5eWp/Xj4rlnY973rkhZ5/xVy23vk4ECI8SwHln1UX5FLV2IoKas2+dIwiV4hLWnjKRebSY2Qzhqm/wE3fAMDHqmXU47v6ssTo8W9j40F5tlfsl1Xg5VbpCfj8L8AxLn35bXJnRvsPaJh7b0410G0mveMXkZ6goUXJTdiVUqcbNmyhTlz5rB7927WrVuHXq9n1KhR5OdfXkr28ccfV/gfkNFoZPz48ZSUlLBz505+/PFHFixYwIsvvli2z7lz5xg/fjzDhg0jIiKCRx55hHvuuYc1a9ZU4yNKTZmfqx2+LrayXVdjc26rWE3RIqTiL0auolzfookwox513zxAfAkY0dHHcrFIkiRJ0n9dNCB+XItkALbJOSe1w2govwYxt+qav0MkUqb3CcRaV/2i/XuGhvKP/Q0AFGz+EEzGmsXaCCSeFUmJRK0/N3Sv3gre0hWd87LCxIajyyrdriv3h5vouW4K//vgezq/vIYbv9zBc8uOsHB3DIv2xPDT32vAUESBYs/Yn+IY8PZGHv7lECsPJ5KrV6H77eJAckh8ze37HrJiyLf24PqD3cgtMhDWypVV/xvETT38K3UDyt3Lj+OhcwFod+xjstKS6jpq6WoiRLVJCu4sNQ5jet9AS0ckSdXnFgjdbq36QPgamD24DSM6eLPHKBIo+nM76+3cUuWZTCqvLlpHsCkWIxrunD4TG13Dbkk4fepUIrRdscLAiT/fsHQ4jVaVrvpXr17NzJkz6dSpE926dWPBggXExsZy4MCBS/aLiIjggw8+4IcffrjsGGvXruX48eMsXLiQsLAwxo4dy2uvvcYXX3xBSUkJAF9//TXBwcF88MEHdOjQgblz5zJlyhQ++kiuKJEupSgKPS9u15UpB8Q3CqXzTUJGVPy6izlxkmXBxEnKcZSibHJUe3Zb9aFXkLvlYpEkSZKkipjbCnW3EgtHdkalVbyiXqqanHixwENrA06+RMRlcSg2C2uthml9ataCxkqrYcDNj5OlOuCtj+fIv9/WUtANV27CCQD8Q7pga1W9mwwjO3rT0sWWFQVdMGjtIDu2Uu1M0hJjCDFGo1VUplltoaDEyMHYLBbtieX55Ud5btlRjuzbAkCEIYgTyfkkZBWyIjKRuYsP0eO19Twe1RUVBaI3QdLRasUvAUXZqFvfA+C1/MkUYstdA4L5bXY/Als4VOlQPac8wTlNEK7kceqXp+siWqkyLqo2+UI/ETdnZ0Z08LJwUJLUuGg0Ch/c3I04pzAAjLF7MBn0lg1KusxnG6NQojcCUOTZDU+v6lUf1ydbKy3u455ns/tUut7ykqXDabRqNOMkOzsbAHf38huKBQUFTJs2jS+++AIfn8tXaO/atYsuXbrg7e1dtm306NHk5ORw7Nixsn1GjLj0huro0aPZtevKJWvFxcXk5ORc8ktqHnoFuRGvmnslZ8nESYOnqhfNN7lC4sTVfFPCkhVECQcBOGwKZlCod41Wl0qSJElSnTDPOfHKO4GjjY7MAj3HEuU1cI2VtulyCwSNhgXmapMJ3XzxdLKp8eE7Bvtx3P8WALrsewbTb3dBdkKNj9sQHY7PwrNELITp16dvtY+j02q4vW8gRdiwQ9tbbDz25zXfFxu5sez5LXZ7Wf9QLz65NYz7h7RmaKgnw9t7cZNPKgDubXuzYFYvFt/bh/uHtKa1hwMlRhN/RGtZZewFQOqiezDqS6r9OZozw9aPUAozOGPy4zfjEJ4f34EXJ3bESlv1a2ydlTUFI0TP9p5pf7Fx5+7qB5abBLnJ1X9/cxaxCLLjyNC4s8Q4jGl9AtBV489Tkpo7FzsrnppxPVmqA7ZqEb+uXGXpkKSLbDqVwscbTjNYI+arOXQcZeGIKi+gx2iGPjwPZy85e6q6qv2vmslk4pFHHmHAgAF07ty5bPujjz5K//79uf766yt8X1JS0iVJE6Ds56SkpKvuk5OTQ2FhYYXHfeutt3BxcSn71apVq+p+NKmR6RnoTpwqVraoslVXw5d2WrS/0NpA4ICK92kIrboSDwFwWG3DyA7e19hZkiRJkizAXHGiSTpCv2A3ALZFpVowoCYiszRxEkxKThH/HLkAwKz+V567UFXdpr3Gn8oITKqC5tgf8HlP2PIe6Cv+rtNYLd5yBE9FLLZr0apDjY51W+8ArHUafs7rKTYc/+ua7bpKLmp5ohTnEJKxlevD/Hh2bAcWzOrN9zN70ddWXG+27z6IoaFe9G/jwbNjO7DxiaGsf2wIT40JZYnHXLJUBzxzT7D0kyc4n3Z5q2rpynKSYzDt/AKAD0y38dFtPblnUOsaHbNT/3FEOfdFq6jE/fsRe89lVP0gRdnwVX/xqyi7RvE0S/u/B+Cz4vEYNTbc2kveg5Gk6urk50aBt/j37cz+tWw7I6/nqiUtCpY9UL4IpoZi0wv43y+HaEUyo6wixcaL5/RKTV61Eydz5szh6NGjLFmypGzbihUr2LhxIx9//HFtxFYlzz77LNnZ2WW/4uLkkPDmItTHiXSduLFdlFo7fzlKdai0TVdgf7C2r3gfV3NvXAsmwopjRfuHI2obhoZ6WiwOSZIkSboij3ags4OSXMb5FQByQHytyDwvHt2CWLgnFr1RpWegG138XWrtFA4OjqQMfZeJJa8TqekA+gLY9Dp80RtO/F1r57Gk5JwiTh2PAEBv7wW2zjU6nruDNdd3a8k2Uxf0ihXkJIgFOVfRIl1UEOc4hYgNEYsu3cGoh6Qj4vl/B8MDIV6OPDg0hJ8ensTJsOcAuCl3EQ99spifdp2XrfEqITGrkJ3zHsOaEg6o7blj5mwmdWtZK8cOnijadE3RbOKxH7cQlZJXtQMc/wsK0qEgTc6wqSpDCaSINnxrjL0Y3dkHL2dbCwclSY1by67DAOipnOLhXw4Rl1Fg4YgaodVPQ+RiWF/z1lSFJUbuX3iAvKISvnb4DmtTEQQOhFa9ayFQqbGoVuJk7ty5rFy5kk2bNuHv71+2fePGjZw9exZXV1d0Oh06nQ6Am266iaFDhwLg4+NDcvKlpbClP5e29rrSPs7OztjZ2VUYk42NDc7Ozpf8kpoHrUbB2Vd8GVIsWaEgVc615ptA+YyT3Aviory+6QuxSjsJgE1gT1ztres/BkmSJEm6Fq2ubEB8f3txDbT/fCYFJQZLRtX4mVcpGl2DWLxHtIGdOSCo1k9zR79AkuxDub7geXZ1fxec/cSikaXTIXZPrZ+vvv206zyBaiIAVp7tauWYd/YPohhr9pqH6BK9+Yr75uVk0tpwFgD9GDFbg7ObLm2LlnoSjMVg4wxuV64oUhSFvpMfpDBoJDaKgdeUL3nlr8NM/34PCVlNq0qoNkXEZfHY578wskS06XW/4R36h9TegiRtyDBMXh1xUIoZr1/DzPl7Sc0trvwBIpeWP9/9NRjl352Vln4GTAZyVHsSacEMORRekmouoD8A/XSnySwo4a4F+8gulPNOKi3jXHlb+JOrIK/6VTuqqvJ/y45w4kIOj9ivpqPhOFg7weQvQVFqKWCpMahS4kRVVebOncuyZcvYuHEjwcGXXlw+88wzHD58mIiIiLJfAB999BHz588HoF+/fhw5coSUlJSy961btw5nZ2c6duxYts+GDRsuOfa6devo169flT+g1DwEBIsvY7b6LCjOtWww0pWVFMD5HeL51RInjl6gswXVJFYT1rekI2gwkqq60L971/o/vyRJkiRVVumck9wTBLjbU2I0sTLygmVjauzMrbrOmbxIyyvBxc6K0Z0un91YU/bWOmYPaQMoPHWqLfoH9kBrsdr0agmBxsBgNLF0XxytNSJxgkdIrRy3s58LPQPd2G40t4o+u+mK+56L2IpWUbmAJy06XSdWiaLC4fKOCSRGiEffbqC5xldjRcHuxs9QbV0I00TzgPUqdp5NZ9wn29h0MuXq722GVkQmcts3O3ik5Fu0ikpByHiCw4bW7kkUBU2/uQDcY72WpMxc7v5xX+WSx1mxELMdUMDWFXLi4cRftRtfU5Z8HIBTqj9tvZzoE+x+jTdIknRNLcNAa4Ormk1PpwzOpOQxZ9FB9EaTpSNrHA7MB8yVoCY9RP5S7UP9tCuGZYcS6KiNZS6/io1j3xbz76RmpUqJkzlz5rBw4UIWL16Mk5MTSUlJJCUllc0d8fHxoXPnzpf8AggICChLsowaNYqOHTsyY8YMIiMjWbNmDc8//zxz5szBxkYMW5w9ezbR0dE89dRTnDx5ki+//JJff/2VRx99tDY/u9SEdAsJIFN1BEDNlAPiG6yYHWJVn7M/eIZeeT9FARdzNZsFqohSTop+2EfV1ozu5Fvv55ckSZKkSjPPOVEuRDKtjxj8uGDnedRrzH6QrkBVwXwtuTdLVLD3be1erQHWlTG9byAejjbEZRTyx5FMaGseOHohsk7OV1+2nUkjLa+E9lbmhEKL2kmcgKj+2WYS3zPV89tFu60K5J3ZBkCCczexIWyaeIxYXD4b5UKEeDQnIK/J2RdltBhK/rjuDyb45pBdqGfWgn18uPYUxpIiOPkPrHsJDv4MKSfB1LxueJlMKh+uO83Dvxxihvo3fTUnUK0csB/3Rt2csMsUcPDCU03nZrsDHI7P5qHFhzBc60bjYfONsOBB0PdB8Xzn59ecmyMJpuRjAJwytWJGv0AUuQJbkmpOZwP+Ys7JJ30LsbfWsj0qjeeXHZXXdddiKIZDC8XzdmPE48GfqvV3+vYzaby28jjW6PnZ7Xs0phJoNxbCbq/FgKXGokrfAL766iuys7MZOnQovr6+Zb+WLl167TebabVaVq5ciVarpV+/fkyfPp077riDV199tWyf4OBg/vnnH9atW0e3bt344IMPmDdvHqNHj65KuFIzEtbKlXhVlH2nxUdZOBrpisradA0HRaFIb+RkUk7FFwGu4uYPWfWfOEk7vRuAHPcuuNhb1fv5JUmSJKnSSm/4Xojklh5+2Og0HL+Qw4GYTIuG1WgVZEBxDgDrLoh+/f3beNTZ6eystcweIoZkf7YxCr2XaL3W2BMnfxyMB6CrrblNRou2tXbsUR19iLUJIVN1RCnJhYQDFe7nlLIPAKN/X7Gh4/Vg5QDpURAvXiuvOAmrfABh0yBkJIqphE/tvmVmb18GayJptfUJit5qDUumwY6PYcVc+LIPvBMIP10PG19vEi3YrqawxMhDSw7x6YYzdFBieNr6NwCUsW+D+5VbodWIzgZ63wfAc+4bsNEpbDiZwuyFB0nOKar4PaoKkebKo663Qs+7QGsDiQchrmn/GdWW1LNiflCMLpgbw/2vsbckSZUWIP7N8suN5LPbuqNRYOn+OL7eEm3hwBq44yvEzCpnP7jhG/O/92cgdnelD6GqKj/uPM+d8/diMKl81nINLfLOgH0LmPSpbNHVTFW5VVdFv2bOnHnV90yePPmSbYGBgaxatYqCggJSU1N5//33y+ahlBo6dCiHDh2iuLiYs2fPXvUckmRnrSXXVgwZvBBzysLRSFdkTpxk+w/hw3Wn6f/2RsZ8vI0X/qpgBUXpnJN6HhCvqiqO6YcB8Gwv2wNKkiRJDZxHaNmAeLeieCaH+QGi6kSqBvNgeNXJl50x+QD0b9OiTk85vW8gnk42JGQVsuyCm9iYEw/56XV63rqSXahn7fFkFEx46UUCpTYrTqx1GkZ09GWHqZPYUEFbM31JMa2LxOBqr85DxUYbR5E8AbEq9RqD4a9IUWDiJ2DjjCbxIC+fmMBP1u8wVbcVBzWfFNxJb3ezaA1mZS8ScdGbYet78MNoyGiaN7/iMgq45dtd/HP4Ag5aPUtafI9WNUD7CdB9Rt2evOddoLPDIf0oPw03oNMorD+RzIgPt7BoTwwm03++ZyQeFDfUdHbQcRI4ekK3W8Rruz6v21ibAFVVIUW06mrbpTeONrprvEOSpEozzzkhZifDO3jz4gQx0uCd1Sf557BsxXpF+78Xj+F3gp0rdL5R/Hzwx0q9vUhv5KnfD/PSimMYTSr/C81kVKY5wT7hI9FOXmqW6qbmXJIsQHETFQo5SWctHIlUoYxzkB6FES3D/oBPN5whI18Mfl+4O5ZX/j5+afLE1Zw4qedWXadiEggwibkqXXsPq9dzS5IkSVKVaXXgY573cCGCO/qL3surjyZdebW1dGXm+Sa5dv4UG0x4ONoQ4uVYp6e0tdLywJA2AHy8LRmTm6hAIalxVp38e+QCJQYT/TyK0RgKQaOr9Z7g47v4st0kqnPUCuacnD+2B3ulmBwcCAwNL3+htF3XsWWi2qQSg+Er5OIHo98Uz/X5YN+CzI4zeNjuTfoUfUrfYzewquc8eCYOZm8XN13c2wAqnN1Y9Q/ckOSlis+QICoOVFXl9wPxjP1kG4fjs3Gzt2J91y245EWBg6dIMtX1Kl2HFhB2GwB9kn5hxdyBdPN3IbfIwHPLjnLzN7s4k3zRHMzSofDtx4ONk3he2q7rxMomm9yqLVsOn8XbJKrJRg+T35ckqVa16gUo4nokI5qZA4KZ2T8IgEd/jZAVxRVJPg6xu0DRQrg5Ud9jpng8thwKs6769qTsIm79dje/HYhHo8BLo4N4JPcDFNUkqhJLF11IzZJMnEhNhouveSVbZv1WKEjXlppbzI8//wDAflNbMoy2dA9w5Ytp4bx9o/jSu2Dned5cdaI8eeJq/oJdzxUnEXs2A5Cm88bRXc43kSRJkhqB0jZDiYfo1NKFXkFuGEwqi/bIa6IqyxCJkzi8AejXpkW99O6f1icAb2cbErOLiLUxX9NeOFzn560Lfx4SC1BubSMWyOAWBNrabX06sK0HEbow8UP8PijKueT19BNbADhn1xmNVlv+QuAA0Q62OAc2via2VWYwfEW6T4dbFsH0P+Hx07jd/Dlv/O8+RnXyRW9U+d+SQ2w5mwk+XURFhPnGPue2Vv1clqIvEu1PNrwGi6bCB+3h/RD4+Qb4bhj6BZN5c/5vPPFbJHnFBnoGurHmehXfE+K6n+u/AIe6a3V3idLEx6l/6Widwp8PDuCliR2xt9ayPyaTcZ9u48O1p8jJL4Cjv4t9u91a/n6vDhAyAlBhzzf1E3MjpKoqqzeJ5F+OtRcu7nIVtiTVKluX8irIrwfB5nd4YVQAIzp4UWIwMXP+XradSbVsjA3NfvO/Oe3HgbPoRINfD/DqCIbC8r/zK3rr+Qwmfr6diLgsXOysWHBnD2alvouSES3afo19px4+gNSQycSJ1GT4BYth464lF8guqHhIpFT/knOKuPXbXbRM2yF+9hzAHw/0Z9mDAxjf1Zdbewfw5g0iefLdtnO8u+aUSJ5YoFWXqqpkRom+xiVeYfV2XkmSJEmqkYvmnADcaV6ZuHhPLCWG5jWYusbMrbqOFoiWWXXdpquUrZWWB4eKhMmqVPONyEY45yQuo4C95zJQFBjSIktsrMX5JqVsdFo6dOzCeZM3imqEmB2XvG6dsBeAAp9el75Ro4Fu5qqTcyK5UunB8P+lKNBhgpjdpxWtipxsrfjy9h5M6CqSJ7N/PsCBmAyxf/AQ83m3NZ6B8Wufg19nwLb34cxayL0AKODeGpOiw+r8Jp6NuY/3rL7h5aFuLL2jA17rHxHv7TEL2tXjjFKPtmJ4Lyrs/hKtRmHWgGDWPTaE4e290BtVPt0YxTPvfAQF6RjsPKH1f6ol+s0Rjwd/vuYK5eZq59l0tKmiDZ6NXxcLRyNJTdT1X4jkSUkebH4T7WfhfNEugj4BTuQWGZg5fx8/7jwvB8YDFOeVz6zqeXf5dkWB8DvE8wOiXZfRpHLiQg4/747hkSWHGPjORqZ8vYvU3GJCvZ1YMacfg0++CseXg8ZKzEqxc63XjyM1PDJxIjUZpRUn/koqB2IzLByNBJCYVcgt3+wiNjWbAdpjAEy66Q56BLpdst+0PgG8er3oU/3V5rN8tO50+XD4nAQwGesl3iMJ2QQUnQTAI7RvvZxTkiRJkmqstOLkQiSYTIzu5IO3sw1pecX8e1T2w64Sc6uuPVkuQP0lTgBu6dUKH2dbdhWaBy03wsTJMnO1yYA2Hrjkmxe/tGhTJ+ca29mHHSbRpk69qP2VajIRkC+qdVzbD778jRdXGUDVBsNXglaj8OHNYQwN9aRQb2TW/H2cuJAjboJZO0JhBiQfrdVz1gmjAY7+KZ53vgnGvQ93rcX0TBxvtV3MsKJ3WWnsg0ZRmardwsz9N6L9eSLkJoq2ZKPfqP+YSxMfEYuhQHwf9HO1Y96dPfny9nDaeTsyThUJswW5Pbl9/n7WHkvCWDoDpfUwsUJZn1/pvvjNzecbowhVRCtlm5adLRyNJDVR3h3hno0w5QdRtZmfgs2aJ/jF8CivtjkFJgMvrTjG88uPojc2kkR8XTn6O5Tkin93goegN5rYGZXGb/vjmJfTG71iDUmHefyTHwl7dS1jP9nGC8uPsjwikfjMQjQKXB/Wkj8f6EfgnlcgYpFo+TV1PgQPsvSnkxoAmTiRmg5zhYKrkk9kVP3OxZAuVzog8nx6AQ87bsSeItHn2Kdrhfvf0S+obPDZpxuj+HxfruiJbTKYV7fVvZWHL9BNI3oaWwf0rJdzSpIkSVKNebYHna1oP5R5Diuthtv7iJaXckh8FZlbdUUbvWjpYkuAu329ndrWSsucYW04Zgoyx3L2shZUDVJeCvzzBOof99B55//42uoj3tO/CcfMN909ar/iBGBwO0/2aboBUHS6PHGSEH0cD7IoUXUEdx14+Rvdg8Xg9lJVGQxfSdY6DV/d3oOegW7kFBmY8f1ezmeWQKB56G9jaNcVt1skeezc4IZvofe9GP1789Tf0XyzJZoY1Yc9PT6k6M410KqvaIeSdETccLrxO7B2qP+YgwaK7xqGQtjyTlllj6IojOviy5rZXRlndQiA5aZB7IhK576fDzDxs+1i9qKilCdf9nwDRtnF4GIHYjLZFZ1Oe435u7ZXJ8sGJElNmUYjktZz9sGYd8C+BZqMKO5IeIUIlyeZrVvByj3HueP7vWSaZ8c2O6oK+8xD4XvOYl9sFhM+3c60eXt48vfDvL4xiVUGcV+ne+pf5BYZsLfWMiCkBQ8Pb8vPd/cm8qVRfHJLGA7bXoN93wEK3PA1dJhouc8lNSgycSI1HTaOFFmLSoaEc6csHEzzFpOez63f7iYuo5AHnXfwkGGBeKHf3Kv2kL5rYDD/N649AO+vP0uxg7k/ZT2061JVlR2RJ/FX0lBRan31oSRJkiTVGa0OvM0rfxPFTcFbe7fCSqtwKDaLw/FZloutVMY5eC8ENr5u6UiuTF8kVssDsaoX/dp41Mt8k4vd3KsVti5eJKruYkN1KhNUFQzFtRvY1ez4BPZ9h3LkN64z7mCMdh++yZshL1m8XkfXVLZWWmzbDcWkKthlRUG2qHZJPCKGxZ+1boet3RVu3ne/XTxWZzB8JdlZa/l+Zi86+DqTllfM9O/3kOPbiBInJ1aKx3ZjQatDbzTxvyWH+P1APFqNwke3dOO1yZ2xDe4Ld60W816CB8OEj8C/h2ViVhQY+Kh4vudrWHQT5CaXv3x8BRpTCXh24OsnZjJ7SBtc7Kw4fiGHmfP3klukhy5TwcFLVL0f/8syn6OB+mJTFKDSWRcvNnh3tGg8ktQs6Kyh72x4OAKGPAP2HjgVJ/GMbgm7beYyIfZd/vf5Ek4n51o60vqXcACSDqNqbXglNoypX+/iVHIuLnZWDG7nyZQe/hR1Ef/e32K7h39mh3P4pVEsuqcvj41sx6C2njjZWsHW98S1DMDEj6HrzZb7TFKDIxMnUtNibu+UlxIte3pbSHRqHrd8s5uErELuc93HkyVfihf6zYUB/7vm++8b3Ibrw0TC5JzefNMgq+4riA7GZuGZK9qJqS1CwNa5zs8pSZIkSbWmbM5JBABeTraM7+ILwI87YywT08VOrID81PI+1A1Rlvh9KlDsyMCpXtt0lbLRaXlwWAjHTOJmvj7+UNUPsuoJeCcYUk7UcnRXcHo1AHtaTOYl/Z385vMYTPwUJn8FM/+p/gyRShga1o7Dqvi9UqM3i42xuwDI8rhK9XCnGyH8TtFOqjqD4SvJxc6Kn+7qTbCHA/GZhTx1QLSAI2ZHw65mUFU4+Y943n48xQYjDy46yMrDF7DSKnwxrTs3dPcv37903sudf0OPOy0Tc6lON8D4D0UV3tmN8FV/OL1GvHZ4qXjsdgv+7g48M7Y9fzzQH3cHaw7HZ3PvT/spUnXQ+16x3+4vLfMZGqBjidlsPJlCSyUDe1OeqCzyaGfpsCSp+bB1hmHPwqPHxAwU7y7YKSXcrtvAT4UPYfdlOLHf3Iy6/RMxS6sxVKzWkLpvHgArjX2ZHyE+7629WrH5iaH8dFdv3p/ajVumTAO3YKwMeXTK2oROe9G/+QUZsPV92GRuLTn6Legxs54/hdTQycSJ1KTYeAQB4GtK5lRSM8y41yeTEdKiLvnSdzwxh5u/2U1SThF3uUXybPEnKKjQ6x4Y9br4UlUJc4aJeTVH8szJi+y6rzhZeTiRbopo06XxC6/z80mSJElSrSpd1Z8YUbapdEj834cTSc+rxwqEisTvE4/ZcVCYadlYrsTcpuuc0QtQ6GeBxAnAzT1bEWstroXOHd1VtTerKhxbLmY0RCyq/eD+Ky0K0qNQNVY8mn4DPxpH4zt8jrh5HjZNtE6qQ0NDvdijiHZdWUfXAuCTHQGAXciAK7/RyhYmfVo+OLYOeTrZ8PPdvfFxtmVNuif5Wmcx8DexGkmx+pJ0WFx/6+woDBjCPT/uZ93xZKx1Gr6d0ZMxnX0tHeGVKQr0uhvu2yIq8QrSYPHNsOwBkbBCgS7lq4lDvBz5cVZvHG107I7OYO7iQxjC7hCDgRMOQMJBy32WBuTLTWcBmNG6QGzwaAs6GwtGJEnNlJUtdJ8Os7fBzFUUtx2PCQ2tlBQCLqxBWf8i/DgB3g6A74ZDZgNYPFMHcmOPoI/8A4Afiq8j1NuJ32f34+2buuLmYF2+o0YD4TPE852fw9oXYOFN8EF7eDcYNr4mXhv2PPR7sJ4/hdQYyMSJ1KQorqKft7+SRkRcA/1S3lRsfR8+7wHvt4O/5nJq+zJu/3YbaXnF3OFxiheKP0BRTRA2Hca+V+mkCUA7bydGd/ImXvUUG+q4VZfJpLLqyAW6mueb0FImTiRJkqRGpqzi5LC4eQ6EtXKlq78LJQYTS/ZVUL1ZX6sRVRXi9pX/nHysfs5bVZnnAdGmK6iFPS1d7SwShrVOQ9swcdNfuRBJYYmx8m/OvSBuFINotWT+b6HOnBEr+dM9epJYZIWPs229JpxsrbQUthLDW61it5KRHE+ASbTsCg4bVm9xXIu/mz2fTeuOomjYUiLa0nJui2WDuhpzmy5D6+uYufAo286kYWelZf7MXgxr72Xh4CrJqz3cswH6PCB+jlwsHoMHg4vfJbt28Xdh3p09sdZpWH8imadWJ6F2nCxeNK9obs6iUvJYdVTMnLzJP1ts9JJtuiTJohQFggZgc/tieCqav7p9xbuGW1ll7E2S4gmokLAfFt8CRdmWjrZWFUX+iW7+CKwpIUJty+jRE1j58EB6BrlX/Iaw20WVXMox2PkpRK0vn6PrGggjX4XBT9TfB5AaFZk4kZoWc6sufyWVQ3FZlo2lKVPV8i8fhRlw6GdC189ks3oPi1y/5pXCt1FMBug8Razmq0YLhLnD2pKAhzhF6vlaDP5y+85nkJxTRDetOXEiK04kSZKkxqZsQHw2RIsZD4qicGe/IAC+2XKWhKzC8v3XvwxvtyqfY1CXchIgL6n856QjdX/O6sgUFScxqjf92nhYNJR+A8RN/2A1niU7qzC770Jk+fPMc3WfpDK3QFpvFAPWr+/eEq2mfufChPYYQaFqjaM+g/Qt3wBwXhOASwvveo3jWnoFuTN3WAg7TWKgdtGZzZYN6GrMbbp+zOjEnnMZONno+Pnu3gwIsez/F1VmZQtj34Zpv4G9OfYrtGHp27oFX04LR6tR+PNQAj+UjBAvHP1DtHNpprIL9MxZdBBVhREdvPEqFJUncr6JJDUcGns3rr9hGsPvfYs3HJ6lb+EnDNd/TL6NJ6SegN9mgdFg6TBrzmTEsPZFbJfNwk4tYjddsL/zd2YPDcFKe5V7Tk4+MOJlCBokuqFM+AjuXgfPxsMjh0VL+XqeaSc1HjJxIjUtZRUnqUTKxEndSTstVmVqrdnZ92t+No4kRXXFRSlgQNFWFGMxtJ8AN3wNGm21TtHF3wV3v7YA5CdH12Lwl/srMhFfMvAgGzQ68OlSp+eTJEmSpFqntSpvO7Tif1AsWpZOCmtJt1au5BQZeGxpBEaTCtFbYPtHYt8DC+o+tvh9l/6cVI2B5/WhrOLE2yLzTS5m5daKIms3dIqJTdu2UFBSyRseFw5f+vPJOkyMFeWYWx/BdxdEa7EbL557UU+GdPJjPx0A8D3xAwDJbt3rPY7KeGh4WzK9+gKgiduDsaTwGu+wgIxoSDmGSdHyaXwI1loNP9/T58oreRuDdqNg7j5RgdL5xivuNqKjN+9P7QrAa4cdSXMMBUMRHPq5viJtUIr0Ru79aT+nknPxcrLh5UkdIfm4eNGrk2WDkyTpMj0C3fnn4YGM6ujNWaMXt+T8jxKNLZzdAKufrvsq1LpUkIHp5xvR7RRD3H9QJ2IzcxntWgdV7v0DHoaZK2H8B9DzLmjVG2yc6i5eqcmQiROpaXETiZNAJZlzqblkFzbgoYuNmXkIaIJrT6ZtduYF/Sze7vAnhjv/EeXw/ebClB/ETZwaGDewNwBOxckkZRXUOOyKpOYW88eBeLpqzKunvDqAlWVac0iSJElSjQx/SVTfZseKihLASqvh41vCsLfWsudcBvM3RsBfc8rfE7257ls4xO8Xj87m9jhJh6+8rwUZ08VCjVjVi76tLZs4QVGw9hc3//2LzrBwdyV7lJdWnPiIm791WlF0diOYDGTbB3LW5ENnP2dCfer/JoS9tY5kj34AOKp5AGgD+9V7HJVhpdXw1O0TSFHdsEbP3yuXWzqky5n/m9lt7EA2jjw9tj1hrVwtG1NtsHcH/57X3O2G7v68OKEjoPBJzhCxcd/3Yr5jM2I0qTyyJIK95zNwstXx41298Xe2gjRzBZysOJGkBsnV3ppvZvTghQkdOUZr5hY9gAlFtB3c842lw6uepCOo3w5Bc24zBaoNjxgfpv2Mj+ke5GnpyKRmQCZOpKbFvQ1YOeCoFBGiJHA4PsvSETVJppP/AvBNkqgImTUgiPdvDkcXPFCUw49+o1aGBYZ16ogJDTaKnsUb99f4eBWZtz2aYoOJUa6iH7acbyJJkiQ1WjaOMOlz8XzfPDi3FYBgDwdenihWB7tseUkMaHcNFNdNJj2cXlu3cZVWnITfKR5TT4KxgS1uMZnKKk40LYLxdLL80GONr0h+dFbO8c2WaPKLK1F1Upo4GfK06OedfKRs6H2tM7fp2koPACaH+V1t7zrl2W30JT+37HqdhSK5tkAPRwr9+wOQcGh1g6uSN5kTJ6uNPRjU1oNZ/YMsG5AFzBoQRM9AN34r6UeBxhGyYkRP/IYiKw5Orqqz1eOqqvLSiqOsPpaEtVbDd3f0pIOvM6SfBWMJWDuCS0CdnFuSpJpTFIW7BwbzxbRwNit9eEt/GwDqmmfh1GoLR1dFxbmoC29CyYolxuTFTYZXGXfrHPo3ttaRUqMlEydS06LVlc2n6K6JIiI2y7LxNCZF2bD+FVj97FVvZpyPi0ON2wPARlM4j41sx4sTOqKpi37WWitK7EV/6j2HIkjPK67Vw2cVlLBwl1jBOcwpXmyU800kSZKkxqz1EOh5t3j+11woFivwp/b05+ngaKZqt2BCoWjCF9DpBrHfiRV1F4+hBBIjxPPON4GNs7jxlna67s5ZHXlJaE0lGFQNISHtLR2N4NsNgO7WcaTnl/DTrmtUneSnQ475eiZ4MASJAfN10q7LZIIzIuG2OEu0yRrf1bf2z1NJPXsPJE11ASAFd3wD2loslsoI6DEGgL7KMR5ZGlG5pFh9yEtBid8LwB7rfnwwtVvdXOM3cIqi8OLEjhRhw6KSwWLj3u8sG1QpVYUl02DJbXBoYZ2c4vONUSzcHYuiwMe3hpVX4KWYZyZ5dajWDEtJkurXuC6+LJjVi19017PYMAxFNWH6fVbDnTVXka3vo+Qlc97kzcSS17n3pgmM6uRj6aikZkT+ayc1Pf69AAhXzhApK06uTVXhyO/weS/Y/iHs/rLCGyiqqvL7gXi+/O5rtJg4QytenjGWh4e3RanDQVo2HkEAeBmTmb/jfK0ee8HO8+SXGOno44hblvmLgKw4kSRJkhq7ka+I1cBZMbDhFQCUggzuzxF9oecZxvHKYRfoMEHsH7Ue9HU0ayH5CBiLwc4dWrQBb3Nf/IY258RclZGgetAnpIEMFTcnTtoRgw4DX22OIjb9Kq1Lk8zVJu6twdYZ2k8UP9dFu67Eg1CQRonWkX2mUHoHuePrYrlWpw621kQ7icqXOKduKA38pq4SLFpAddOcJSUtjZdWHENtAL3no7YtRUElwtSax6cMw8vZ1tIhWUxXf1duCvdnoVEMiVej1ov5L5YWv6+83eHmt2r37+7MGBK+mIDdphcAeHliJ8Z1uSghWjbfRLbpkqTGon+IB0vu68cnNvez3dgJjb4Aw8KpkJdi6dCuLf0spl1fAPCaYTqPT+rDjeH1P0tNat4a9hWlJFVHKzEXo7vmDBFxWQ3iS0iDlXoafpoEf9wNecmgM3/h3Tvvkt1yi/Q8sjSCJ36LZKB6AADfXjcwomPd31hQXEUZuJ+Sxo+7zpNTVDutPfKKDWWJmCd76VCKc0BnK1ZQSZIkSVJjZuME138mnu/9Fs5vh38eRZOfSoFLWz4wTuWXvXGsTvcBl1agLxDzKupC6XwT/16gKODTRfzcwOacZCeKCphYvOkbbOH5JqXcgsHaCa2phHG+ueQUGbjv5/1Xrk4oHQxfOt+k/XjxGLcHcpNrNzbzvLu9ujAM6JjQzXLVJqVajHmGozZhOA9/wtKhXJtbILgGosNEH+1Jfj8Qzy974ywaUmZ+CSl7/wQgueUIuaIXeGpMKKlWfmw2dkNBFbNOLG3//PLnOQmiLWMNqapKxK71ZH82GL/Ubdyj+5d3u6dz53/btKWYEyfecjC8JDUmnf1cWPrAYN50fJazJl90eRcoWTxdVAU3YIX/PIvGpGeLsSv+vW+4/O8kSaoHMnEiNT3mipN2mgRK8jKJz6yjFZSNWXEubHgVvuov+p/rbOG652HObtDoIHYnJB0lr9jAT7vOM+bjbfwVkYiNxshoa1HW6dhlQv3E6tIKgE4O2eQWGfhp5/laOeyi3TFkF+pp7enAEEdzWwufLjUeaC9JkiRJDULrodBjlnj+yzQ4/hdodNjfMo+Zg0UrqmeWHSG/9Vixz4m/6yaO0vkm5uszvDuLx+SGVXGSdP4kALl2rXCxbyDXAhoNmOecvNrLiKeTDSeTcnnit0hMpgoWBpXONzFXquDiB349ABVO/VO7sZkTJ3/mdkajwNjOlk+ctOnch87PbqFt2EBLh1I5rUXVycPBFwB4acVRDsZmWiQUVVV59Y/d9DCJ5NvgSTMtEkdD4+1sy4ND2/CTcSQA6qGfoeQqVV91rTATjonkFj1misdtH4iWy9VgMqmsOZbEux++Q/vVt+JiyqJQtQZgavYPl89QSS5t1SUrTiSpsQnycGDBgyN51el5clQ7rBP3oP/nSUuHdUWG0+uxi16DXtWyxP0B/m+C/HtHsgyZOJGaHgcPsUIPUf4u23VdJCcR1r0EH3YSF9kmPbQdDXP2wOAnwS0I2ouEyP7f36Xvmxt48a9jJGQV4udqx4pJOmyMeWDfAvx71k/M5oqT3m6iR/uXm89evU1FJRTpjXy3TbTkeGBIGzSJh8QLsk2XJEmS1JSMfFUsQCg231Qb/BS0DOPxkaF09nMmq0DPm+dCxGunVtXNwPayxIn5uqGs4uRInQ02rqq0xBh00RsAsPFqbeFo/sOcBHHNPs7X03tgrdXw79EkPt8Udfm+/02cQNl1Xa2268pJhKQjqChsNoXRr00LPJ1sau/4zUVpuy7DYcZ08kFvVHlw4UFSc2t3pl9l/HEwAcPJNdgoBopd2mDXUlYUlLpnUGvOOPUlzuSJUpQNR3+3XDCRS8FQBF6dYNwH4BEqkik7Pr3ye4x6OPmPqEgzGTGaVI4mZDNvWzRjPt5CxOKXeDr3LWwVPaecB5B91zawckBJPHRp++biXNH+EWTFiSQ1Ul5Otrx+9428oH0Ek6pgdWgBpn0/WDqsyxn1ZP35OABLlNE8e8dkbHRaCwclNVcycSI1TeZ2XeHKGTkgHsTqoGUPwMddYcfH4gZKi7ZwyyKYtlQkTIB95zN4M20QAB1TV6Mpzqa1pwOvTOrE2kcHE5q9Qxyv7SjQ1NM/XK6i4sTLlEqfYHcKSow88fsVVlpW0tJ9caTlFePnasfkbj7lq2wD+tZGxJIkSZLUMNg6w6TPRDWpf28Y9BgA1joNn90WjpOtjl+SWpKncxUrls9vq93z56VC5nlAAT/z4gSvDqBooCAdcpNq93xVpJpM7F32Gdbf9qON4QwlqpaA3tdbNKbLlLbdunCYHoFuvD5ZVOx8uO40a49d9PtXlAMZZ8XzixMnHcxzTs5trfaq9MucXgPASW07MnBmQteWtXPc5iZIXHMrSUd4f0Ir2ng6kJRTxJzFB9EbTfUWRmJWIa/8fYxRWtFWz6bLpHo7d2Nga6XlqXGdymad6Hd/a5mkr6rCAXObrp6zQKuD4WIWCbu/rLgdn74I9ZdpYpj8N4MofM2fPa8OZu2Xj7Hx39+4O+MjnrZaAkBh+L2EPvI3PoHtod8c8f4Nr4HR3BowRVTl4egD9u51+EElSapLrdztuePO+/nIdAsA6j9PQMxOC0d1qVN/f4RH0XnSVSd8J71CQAt7S4ckNWMycSI1TaUD4s1zTpqtkgJYfItoyRW5WFSYBA6A25bAnL1iKKx5sPuiPTHc+u1uvo314aSpFfZKMcv6n2f9o0O4s38QDja6srYMtBtTf5/BNRAAJSuW927qir21lr3nMlhQzZZdJQYT32wRNxZmD2mNVfQGyIkXQ2tDx9VW1JIkSZLUMLQZBv87DHeuuKQdZbCHA5/cGoaqaFhR1F1srO0h4gnm+Sae7cHWRTy3sgOPduJ50pHaPV8VXIg5xZF3R9I78nmcyeeMNoT4qf/Stktvi8VUodIkSNJhMJm4uVcrZpp7fD+6NILTybni9dLWZ85+ovq6lEdb8ftv0sPptbUTkzlxsrKoGzqNwhg5C6N6nLzFnw0qjhd28c2Mnjja6Nh7LoM3V52olxBUVeXpPw5TXFTIcJ25Yql9PbXjbUQmdPXlVMvrKVatsEo5AgkH6j+I2N2QehKs7KHrzWJb+wng11PMqdr6HgAGo4nD8Vl8v+kYRz6cgBK1lmLVilzVDju1gP4c5jGr31ls/Sa36DajKhoY+x52k94vXxjXf674bpR+RnyHBEgxt+nylu1yJKmx6xHoRrubXmSlsS9ajBQuuh2y4y0dFgCJCbH4RnwEwM7ABxgR3s7CEUnNnUycSE2TOXESponiWGJmva7aalDObxfJDkUDnW6AezbCrFUQOlb0zUb0tn1z1QmeW3YUo0llUjc/PIfPBaDN+V/QYF5RlRYF6VGgsYI219XfZ3D2E4/6AgLsivi/cWJ4+7trThKdmlflwy0/lEBidhGeTjZM7dkK9ptLU8OmgZVtbUUtSZIkSQ2Hi59IWPzHde29eWxEO9aYRLJAf2wFmGrxmum/bbpKlc05qf/Eiaqq7Fn6Ls4/DKZr0X6KVSt2t36Y4Gd20bpzn3qP55o82olZdCV5kBENwHPjO9CvdQvyS4zc+9N+sgpKygfDX1xtUqqsXdeKy1+rKn0hRG8GYKOpOwPbeuDmYF3z4zZXwYPF4/EVhLgqfHCz+PObv+M8yw8l1PnpF++KpsXZ5fxr8yz2aiE4+crWtRVQFIVHJ/XjX5P4jpmy+5f6D6K02qTzjeWJaEWBES8DoB6Yz0sLVtL91XXc/PlG2m68ny6F+yhQbXiAZ3k0aDl/9PqFhP6vYup0k2jjaOeGcttS6HPfpeeydYFBok0Om98GfREkmwfDy/kmktQkTAzzI37wexw3BWJXkkHugpstO8MJscj18M9P4UwB0brWjJ7+lEXjkSSQiROpqfLuhKqzw0UpoKUhgVNJuZaOyDJSzSXVHa+HqQvAv8clLxfpjcxZfJBvt4ov4o+NbMcnt4bRou90sHEWX9CjN4qdS6tNggaI1h/1xcoWHL3F86wYbu8TwMAQD4r0Jp78/TDGKrTsMppUvjJXm9w7KBjb/AQ4Y159WTpAV5IkSZKakTnDQrAPHUaOaodVYSqZp3fU3sH/Oxi+1MVzTurZoU3L6HPiDRyUIk5adSTl9vX0veM1dFYN9Oa/Vlc+TyBJVARYaTV8cXs4/m52xKQXMOXrXWRHm3+vS1t7XayDOXEStV4kPmri/HYwFJKieHBCDWCibNNVM+Y5Jxz9Hd4JZvSB2cwP3UsbJYFn/ozkSHwttVf7L0MJ6du+Z9CasXxs/SVtlERxs3zsu2WLq6RLdWvlSmbAWADUEytRazPJfC0FGXBsuXje465LXrrg3pNTjr1RTAa6n/0CQ3EeC2w+YLD2CHqtHRcmLOS7lx5j3qy+3DR+HH6j/odm6g/w6FF4+jy0G1XxOXvdIxaw5STAvnmQYk6cyPkmktRk3D+iC3+2e5d01QmnzGOUfNYHDv5cNzPvrsVoYNWSLxhZKO47OV7/PtbWVtd4kyTVPXlVJDVNWisUcy/tZt2uK+2UePRsf9lLqbnF3Prtbv49moS1VsPHt4Tx8PC2KIoCNo4QdrvYce888WiJNl2lzAPiyY5DURTemdIVRxsdB2Iy+X57dKUOoTeaePbPw5xLy8fV3orb+wTCwZ8AVXxp9Qipu/glSZIkqYHSaBTevaUne61EcmP7ivm1U6lrMkLCQfH8ssSJueIk6WjNz1NFqSe3A3DUcQDtntlOq3Zh9R5DlZVWkZQOfwfcHaz5/s5eeDvbEJWSx4VTewFQfStInPiGidXl+gI4u6lmsZivB9fpu2Gt1TKyk3fNjtfctRsNfeeIPx9jMURvYljMx2yweZK1ysNs+/5Jos9V7lq30k79i/pZOC02PEaAkkyOxgXTdS/CI0eho5xvcjVjJk+jSLXC25jE7t21PBPqaiJ/Ef99+HQpmxeVXaDn7X9PMvS9zTyWPhmAydqdHPD7kL7KUbB2xOrO5bTpNQqtRqn6Oa1sYeiz4vm290W7QJAVJ5LUhCiKwlO3juJTj5dIVZ2xzo2FFXPhsx71l0DJS4Gt71HyYRcmRz2PVlG54D8Wry7D6/7cklQJMnEiNV3mthDdlWacOEktTZyEXrI5Jj2fG77cQURcFi52Vvx8d28md/e79L297hGPp1eLL+qlA8Paja7joCvgIgbEkxUHgJ+rHS9MEC273l97mqiUq1cU5RTpmTV/H7/uj0ejwIsTOuKgU82JE6DnXVd9vyRJkiQ1ZU62VnQeMR2ArnnbeP3vYzU/aOpJ0V7K2umy65Cyqoj0KCjJr/m5KklVVQxp4ia0Q+s+aLTaejt3jZQNiI+8ZHOojxOrHh7EyHYuhCB6kz+/R0dO0X9udCgKtB8vnp+swRwbVS2bb7LB1J2hoZ4428rVoDWitYIxb8IjR8T8wVFvQOuhqFprAjSpPKguxf/HXuT9cnftzNUoKYDfZqFkx5GquvCuaTo59x9EM/jx+q0ob6R8PT2Ic+8LwKnNv2Coj3bQqgr7zW26eswCReGviAQGv7eJr7ecpdhgwiEwnIzgiQDYpx8VnQNmLIOAvjU7d7fbRLvAwkwoyhbtn//797kkSY2atU7DQ7PuYKLmC17X306BlTtkxZQnUA7/VjcnjtsHv98FH3aEja9jnZ9IhurIBvdb8Z0xr27OKUnVIBMnUtPlL/p1d9dEEdkcEyeqCqmnxXOPSy9wX/jrGPGZhQS42/Png/3p07rF5e/3CIHWwwAV/rgHVKM4jnvruo/9v0orTrJiyzbd3LMVQ0M9KTGYePzXSIr0xgrfGp9ZwJSvdrI9Kg17ay3f3dGTG8P94dQqyEsGB6/ymwmSJEmS1Ez5hE/AqLUhUJPC3j3b+GDtKVS18u0wL1PapssvvHzgcClHL/HvLyqk1M8QbIDotHy8DGJuhF9wh3o7b42VVpwkRoCh5JKXWjja8M1IO3SKiQzViUUn9Ez4dPvl174dxE1VTq8W14jVkREN2XEUY8VOUycmdJNtumqNoogb0v3nwh1/oTx9nvzxX3FCG4o1BhxP/Q7fXQffDYdT/1b/PDE7wFBIotqCgcWf4Df+Kfy9PWrvczQD/v3EYPbeRTtZuj+u7k8Ys0MMabdygC5T2XYmlcd+jSS7UE+otxM/zOzJ0vv74j7hFbB2BBsXmLEcWvWu+bm1OrjuhfKf3dtUOC9LkqTGzcPRhqcnhTPPOJ5+BR+S1v8FcPAUCZQ/74GYXbV7wvSz8P1IOPoHmPQkOHbhkZIHmaD7jvC7PxMdUCSpgZCJE6npMreFCFXiSUpNIfe/q++autwkKDavDGrRpmzz4fgstp5ORatR+Pnu3rTxvMo/Sr3NgwLTzAmYUAu06QJwNVecZJd/OVEUhbdv7IqzrY7I+Gx6vLaOh385xOqjFygsEUmUI/HZ3PDlTk4n5+HlZMOv9/djeAdzS4nSofDhM8RqP0mSJElqzqwd0IaMAGCMdh+fbYzindU1SJ5cNN/EaFLZeDKZR5YcYvGeWEwm9aI5J4crfn9JQc3ncfzH9jNpBCopAFh7NaIWnd6dRaKpKAsiF1/2siZZ/B7q/MPwd7MnNqOAKV/v5EBMRvlOfuY5dwXpYvV4dZivB6NMLVGs7BnRwat6x5GuzdoBh17T8HhkGw/Yvc8fxoGUoIOE/fDLbZdVH1WW/vR6ADYbu9K7bUum9Q6ozaibBbtO4zGhoaMmhqVrt5NXbKjbE5ZWm3SZQlSOhgcXHcRoUrmxux+r/jeI69p7i1bLLdqIqqVHj1w217JGOkyElqI9GN6yTZckNVWTw/wYGupJttGa2Wf7Y3o4EkLNC0yP/lG7Jzu7EVDBqxOnJq9iUPqzLDcN5KUbw3FzaKAz56RmSyZOpKbLyRtcA9AoKl2UaA7X1XDFhqp0vol7a9DZlG3+YlMUAJO6tSSwhcPVj9FuNLhc9IXKEvNNAFwDxeNFFScAPi62fHJbd3xdbMkvMbIiMpHZCw8S/to67vtpPzd/s4vU3GLa+zixfM4AOvu5iDemn4XozYAC4XfW60eRJEmSpAbLXJUww0XciP96y1neXHWiesmT+P0ArMr0Y8h7m7hrwX6WRyTyf8uOMPWbXWQ4tRP7VTTnpDgXvh4gWkTUYiuvvafi8FKyxA/uwbV23Dqns4aBj4rnW98HQ/Glr5tvojsH9eCfhwcxNNQTvVHlid8Ol1fkWtmBo494nnm+enGYEydn1ZZc18ELe2td9Y4jVZqnkw0vzp7OR46P07/oM/bpugMq7P66yscq0htJPrQKgINW3Xl3Sldxw12qGocWENgfgF5FO/l2ay3PoLlYfhqcWAFATqcZ3P3jPnKLDPQMdOOtm7pcPrvExQ9sXWo3BkWBiZ9A0CDofX/tHluSpAZDURTeuKELDtZa9sdksvBgKvSYKV48+Q+YarE14Xkxb87QcTIPbTJgUsX9qdGdfGrvHJJUS2TiRGrazFUn4c1xzknpfJOL2nSdTs5lzbFkAB4c2qaid11Ko4Ve5vkfdm5l7c/q3X9mnFxsWKgXO56+jmUP9ufeQcH4udpRqDey9ngyhXojg9t58tvsfrR0vais/MAC8RgyAtwC6z5+SZIkSWoMQseARod7fhRLuos5J99tO8erK49XKXlyJCpGzDgBXthvS3xmIS52VtwU7o+DtZYDMZm8tl+07zJdqKDiZOt7oi1UTgLE1k57CIPRxIXzoi2YwcZVXNc0Jj1nicRHdhwc+vnS10qrdny74WJnxSe3dsfb2YZzafl8sPZU+X6l1zxZMdUKQTW3gD1rasnErr7VOoZUdb4udiy+py9aZy/eyL8BAPXo72KgbiXpjSZe+GkN/oZYjKrCnbfPxNdFtlyqLo05yTxKu5/vtkaTklNUNyc6+icYSzD5hnHvegMx6QX4u9nxzYwe2OjqcUaTb1eYuRKCBtTfOSVJqnd+rnY8M7Y9AO/8e5J4t15iVl1uIiQerJ2TqKpoQQj8mhrE6eQ8PByteXlSp9o5viTVMpk4kZo2843+cE0zTpxcNMDvS3O1yZhOPrT1dqrccXreDV2mwug3RZ9bSyht1VWcDYVZl72s0Sh0D3DjufEd2f70MFbMHcCDQ9vw+Mh2fH9nT5wuHlxqKIZDC8VzORRekiRJksrZucGgJwDoe+JNFvURCxbm7zjPi38dEy22ruJ4Yg73/LiPd374BYAYkxf+/gG8N6Ure/5vOB/c3I11jw1hRAcvjhhFRWtxwhF2n00tP0jaGdj1ZfnP57bVykeLjM/CUy/mm2hbVGLxSENjZQeDHhfPt34AevONWqO+vGrHPAvFxc6Kt24UrdDmbT9X3rLLLUg8VrPiJDf+OAAJulYMDZVtuupTQAt7Ft3Tlzj7jhwyhaAYSzi7+vNKvddkUnnit0iU6I0AFHiG0SVELhyqkfbjAOipOY29PoOP1p+um/Oc2wLAGlMf9pzLwNFGx/d39qKFo8013ihJklQ9t/cJpFeQG/klRp77+wxqu9HiBXP1W42lnYb8VExaW149ZAvA65M74y5bdEkNlEycSE1bK1Fx0l0TRURsZs2GnDY2/0mcxKTnsyIyEYA5w6rQ19vWGW6aB2HTajvCyrN2AHvzAPvs/1SdZMaIeSXmahRFUejq78pTY9rz0PC2WGn/89fc8RVQmAHOftB2VD0EL0mSJEmNyNBnoNc9gMqAI8/x88BMFAV+3h3DDV/u4KN1p9l3PgO9sbxlw9nUPOYuPsi4T7ex/kQK4ZozADi37cdfcwcytWcrbK3E6uiWrnZ8d0dPnrh1HEVYY0cRz8z7i2WH4sUqxNXPgElfXhFybmutfKxtZ9IIVETVrdKY2nRdLPwOcf2SmwgHfxLb0k6DsVisCHUr/1zXtffmpnB/VBWeLG3ZVdr6NLN6FSeaDPHn2rp9WNmfp1R/QrwcWT5nABucRdWJ05EfeWfl4Uv+X/wvVVV54a+j/BWRyFCNqExy6jS6XuJt0lwDwLcbWkwM1x5k6b44Tifn1u45TKayVdnfxrZEo8Bnt3Un1KeSi98kSZKqQaNRePumrljrNGw5ncpeW9GakBN/i+u0mjovFsREKqEUmbRM6OrLmM6yilVquGTiRGravLug6mxxU/JwzI/hQnYdlVE3RGmXJk6+3hKNSYUh7Tzp4l/LvW/rQ1m7LvOcE5MJ9n4HX/aDlY/Cx11g4RTxD7pRf+XjHDAPWAy/03IVNJIkSZLUUCkKjH0PutwMJgODIh5nwdASdBqFyPhsPtlwhqlf76LbK2uZNX8vD/9yiJEfbmHl4QsATOjqy/1tRIWDW7uK27ooisKYbq3Q+YhBwx2UWJ5bdpQL+5ZB1HrQWMHN5nZUFyIqrDatqu1n0ggyJ05wb13j41mElW151cm2D0BfCKWtzny7gubSr3YvTuiIt7MN0Wn5fLjudHnFSTVadSUkxOFoysWkKowZMrAGH0KqiVbu9jz00OPkWnngpWSRsHMJt3yzi4Sswsv2VVWVt1efZNGeWLSKiRG2on0eIcPrOeomqv0EAKa7HMakUv15UFeSchwKM8lXbTiiBvPc+I4May8rvSRJqnttPB353/C2ADxywANVayNaqKYcr/nBzfNNNhS2o4WDNa/IFl1SAyfvGkpNm84axTcM4nbT3Tzn5JJZF01VQQbkm9teeLQjKbuIPw7EAzD3uipUmzQkrgHi5klWHGScg7/mQoz4RxeXAMiOhah14peDF3S/HVr1gex486848d74vaBoIXyGRT+OJEmSJDVYGg1M/lIMaT/9L0MOPMTOO39nQ3ZLdkSlsfNsOhn5JWw6Vd5ia0QHLx4bGUrHFhr46IDY6N/zqqfRtewKSRGMapHCxtRC1NXPihf6zYHgQdAiBNKjIGZnWWuc6sgt0nMoLotHtKWJk0ZacQLQfQZs/0hc1+yfX76gxNym62Iu9qJl110L9jNvWzQ3TXYnFKrVqmv9tu3cCaTrvGjd0rMmn0CqIRsbO2wG3g+b3uAe6zVMih3A+E+3MbSdJ9mFerIK9WQXiMeM/BIAvhqmYL0zG2xcoGW4hT9BE9F+Amx6g87FEbhoith8KpX5O85z18Da+fsl68RGXIH9plCm9ArmrgFBtXJcSZKkyrhvcGv+jkzkZFIuZ3x60y5rG5xYCd41SHSoKobobeiA3aYOvDixo2w9KDV4suJEavrMX9obxJwTk0l8wa3rlmGlbbpcAsDagW+3RlNiNNE72J1eQe51e+664ip6oROxEL7qL5ImVg4w7n34XyQ8dBAGPCKSJvkp4qbCL7fCqidgx8dw9A+RNAHofCM4t7TUJ5EkSZKkhk9rBVPnQ9AgKMnFa/lt3BZcyOfTwtn/3AhWPTyI58Z14M5+gfz5YH/m3dmLji2dxWD3omxR3eBz+c38S3iLORzjPNN4yG4NLU1J5Fh5wOAnxetBg8Tj+ZrNOdkTnYHRpNJGZx6m3VgrTgB01uW/P9s/hLjd4rlP1wp3v669NzeG+2FS4aWteWJjVhyYjJU+ZUGJgXMnDwGg8WpX7dClWtRjFmit6UoUU7wvkFWgZ3lEIptOpXIoNovotHwy8kvQahSeH9+BUTbmVcKth8iK69ri1QHcW6MxFvNRjzQA3lh1gt3R6TU+dLHByIldqwCIcerOK9d3QlGUGh9XkiSpsqy0Gp4aI7qXzM/oLDae+LtGxzSlnEJXmEahao1r2z5M6ibvyUgNn7xqkpq+Vr1hl5hz8ldspmVjiVgIKx6CMe9A39l1d55Ucym+ZzvS84pZvFe0ZJhbldkmDU1p4iTpiHgMGgSTPitfNdqiDYx8Ba57Hk79KwbA514QLb5c/MWAeZdW4vFaN3IkSZIkSRIDyW/7BX6cCImHYPEtMHsbGhsnOrZ0FomSi6VFwa4vxPMxb1/7Bq2PSJzYXDjAA5pCMMIL+Tcz5nQuY7s4QvBg0WKzhnNOtkelYY0eb1Xc3Lx4FkijFDZNtOrKiimvMK6g4qTUSxM6sf1MGnvTTRjtdGhNevM1kn+lTrfsUAItDfGgA/cA2VKjQXD0hC5TIWIR7/jvpOeAl8kp0uNqZ42LvRWudla42lvj5WSDm4M1fL9BvK/NdZaNuylRFGg/HnZ+xjB1L9eH9eaviETmLj7I3w8NxNel+l0O3vj7GI8WHwEFxkyYio1OzhSSJKn+DQv1olsrV/6NC+MNWy2a5COiZVc1F6Ds3/I3vYEI2vHyDeEyISw1CrLiRGr6/MWA+PZKLFHxyVcdoFjnzosBf+z5qm6rTtJOi0ePUH7YcY4ivYmu/i4MautRd+esa16iD3pZlckdKyputaG1go6T4PZfYfY2uG0xjHsX+j8EnSaDXw+50k6SJEmSKsvGCW7/Qyw+yDwH/zxe8X6qCqufFoPdQ0ZCuzHXPnZpu4fCDLTGQuIcu/KXaQBP/XGYuIyC8oqT5KOQn1btj7DtTCr+SioaVHEd4djI5wRorWDI0+U/62zB48qVIC72Vrx5QxdMaIgzthAbK9muS1VVftx5njZKIgDKVc4j1bM+9wOgPfEXt7a34r7Bbbi5VytGd/KhT+sWhPo4iaRJUTbE7xPvkYmT2tV+IgDKmbW8fX17Ovg6k5ZXwgMLD1JsqHxV18X+ikhg794duCl5GHT2eIX2rc2IJUmSKk1RFB4b2Y4snNht6iA2nlhZrWOl5BSRcVwk8a3bDMHfzb62wpSkOiUTJ1LT59wS1dkfraISaori5IVcy8WSHSceM89D3J66O4+54qTQLYSfdopqkznDQhp3Rj9oIEz/E+buhd73XjYAVZIkSZKkOuLQAm6aJ2aEHV4KkUsu3+fUv+WD3ce8LVZjX4utc/nAchR8bv2M8AA3cosMzP3lECW2LcDLnFypZruuC9mFnE3NJ1hz0XyTxnw9VKrrLeUrPr07XXNRyIiO3kzo6kusKpJGxozzlTrNrrPpnE7Oo61GJE6ulqCR6plvNwjoDyYD7P/+yvud2wqqUcwMcgusv/iaA/9eok1wcQ52CTv4ZnoPXOysiIjL4uUVVR+ifDo5l2f+OEJfjXivLrCfSJRKkiRZyOC2HoQHuPKv0Ty37mT1Eicv/XWUHqr4uy1s0PjaCk+S6py88yg1C4p5zklv5SSH4izYrqt0gCdAxOK6O0+qqDjZk+NBbrGBNp4OjOzgXXfnqw+KAiHDK91WQpIkSZKkWhTQF4aah7evfAzSz5a/pi+CNRcNdveoQmvQ0kHVPWdh5R/Gp7d1x9lWR2RcFu+vPSWGxAOcq17iZNsZUanS1zVHbGjMg+EvptXByFdB0UDouEq95cWJHUnSiuvByMMRlXrPgp3nsaEEf8XcEkwmThoWc9UJ++eL/w8rElXapmt4/cTUnGg00N78/9+JlQS0sOeTW8NQFPhlbyxL9sZe/f0XySs2MHvhAQr1RsY7mf9+DRpYB0FLkiRVnqg6CWVtaeIkbg/kJlXpGGuOJXH6+EE8lWxMWhu0rXrWQaSSVDdk4kRqHsxl6ffq/iE2quqrf2qF0QA5ieU/H1sO+sLaP09xLuTEA/DPBdF7fFwXXzSaJrC6UpIkSZIkyxn0mGifpc+H32eBoVhs3/mZqKZ18i0fXF5ZI1+Bse/CqDcA8Hez572pYl7Ht1ujiXY0J1aqOedkR5RInPRwMi+caezzTS7WYSI8EwuDrtA+7T+8nGxpFyoGvMafO0l8ZsFV94/LKGD9iWQClWQ0mMDGpfG3OWtq2k8QbfQK0uDoH5e/rqpw1pw4CZGJkzphbtfFsT/hzDqGhnrx+EiRYHzxr2NsOJGMeo0WzRn5JTy6NILo1Hx8nazpgfn7amm7QkmSJAsaENKCgKA2HDSZF8ZUoeokp0jPi38dpa/mBACagD6gs6mLMCWpTsjEidQ8dJ9OtmdPnJRCJp97WSQx6ltOgiiT19qILzjF2aKtRW0zzzdRHbxYfVbc0LiuvfySK0mSJElSDWm0cOO3YOcGFyJhw6uQFScGlQOMeh1sHKt2TNcAsWreurzX9ehOPtwY7gfA8xGuqIoG0s9AzoUqHdpkUssSJ8HaFLGxmgNNGywbpyq1HuvaWSSlfNVkXvzr2FVv6C7cHYNJhfG+eWKDR9um0easKdHqoNc94vmGVyD5PwvEMqJFxbvGCgIH1H98zUHwYNFSsCgbFk2B32bxYE8nRnX0psRo4u4f9zP5ix2sOZaEyXTp/28pOUW88c9xBry9kXXHk9FpFL4f54CmKFPMY2oZZpnPJEmSdBFFUXh0ZDtWG8X84OIjf1X6vW//e5LknGKG25rn8MqEsNTIVClx8tZbb9GrVy+cnJzw8vJi8uTJnDp16pJ97r//ftq0aYOdnR2enp5cf/31nDx58pJ9YmNjGT9+PPb29nh5efHkk09iMFx6I3vz5s2Eh4djY2NDSEgICxYsqN4nlCQAjRblxm/JUe3obDpFwfq36j+G0jZdLv6iLzVU3CO8psxtunIcW5NbbMDD0Zpu/q61fx5JkiRJkpof55Zw/Zfi+a7P4ZfbwFAobsp2vqnWTvPMmPY4WGvZmWAg09k8kLSKc05OJuWSlleCnZUW10JRjdvkEidVpHEPAiBASWHjyRRWHam43UZhiZEl+8RsvvEtSxMnsk1Xg9TzLnHjPi8Z5o+F+P3lr53dKB4D+lY9qSlVjs4a7l4L/eaK1nnH/kTzZW8+axfJrH4B2FppiIzP5v6fDzD6460sOxRPTHo+Lyw/ysB3N/HdtnMU6o109nNmwazedCw+LI4b0FfON5EkqcHo38aDpJYjAdDF7oCCjGu+Z0VkIov3xAIqA63M94VlC0KpkalS4mTLli3MmTOH3bt3s27dOvR6PaNGjSI/P79snx49ejB//nxOnDjBmjVrUFWVUaNGYTQaATAajYwfP56SkhJ27tzJjz/+yIIFC3jxxRfLjnHu3DnGjx/PsGHDiIiI4JFHHuGee+5hzZo1tfSxpebI2bcNn9o9CIDd7g8htg6Hs1ekdDC8awB0u1U8j1oPeSm1ex7zYPjTppYADAv1km26JEmSJEmqPe3HQW/zbIXkI+Jm4dh3arUawcvZloeGtwVgZY65NcS5LVU6xvYoMZejb7ALSlaM2NhUZpxUl1sQAN5KFjaU8PLfx8gu1F+yi6qqLN4bS3ahHn83O1orCeIFj7b1HKxUKbbOMHOlGFRelAU/ToLozeK1svkm11kquubBxhFGvwH3bgLfMCjKxmb1Y7yU9gS77g1gzrA2ONnoOJOSx6NLIxny3mZ+3h1DicFEj0A35s/qxd9zBzKwrUd5gljeXJQkqYGZNnYoJ0yt0GIkI2LFVfeNSsnlmT9EIvj5Pjqsi9JAZwt+PeojVEmqNVVKnKxevZqZM2fSqVMnunXrxoIFC4iNjeXAgQNl+9x3330MHjyYoKAgwsPDef3114mLi+P8+fMArF27luPHj7Nw4ULCwsIYO3Ysr732Gl988QUlJSUAfP311wQHB/PBBx/QoUMH5s6dy5QpU/joo49q75NLzVJWm+v50zgQRTXBn/eIkup6O7m54sQ1QHzx9OspWncd+a12z2Nu1bU92wOA4R1kmy5JkiRJkmrZyFfBu4t43vNu8OlS66eYNSCIYA8HNhS3FxuqOOekdDD8aH8jmPSgtQZnv9oOs3GxcwNrJwD6uueTmlvMO6tPYjCa2Hk2jZdXHGPgO5t4baVo+XRnvyA06WfEe2XipOGyd4cZy6H1UDGDaNFUOPpn+U14Od+kfrQMg3s3wpi3wdoR4nbj9vMInvQ+xI5nr+OpMaF4OFoDYmbAL/f25ffZ/RgW6oWiKGAyQcwOcSzZzkaSpAamb+sWHHcZAkDKjoWYzAvk/yu/2MDshQcpKDHSv00LZvmZq379e8n5JlKjU6MZJ9nZ4qazu7t7ha/n5+czf/58goODadWqFQC7du2iS5cueHt7l+03evRocnJyOHbsWNk+I0aMuORYo0ePZteuXVeMpbi4mJycnEt+SdJ/hQe48ZJ+Jilab5HIWFXFAaY1UZY4Ef8vEHabeIz8pXbPY6442ZvnibVWw8C2nrV7fEmSJEmSJCtbmP4HTPhYzDapAzY6LS9M6MA+Uyh6VSuupTLPV+q9KTlF7D0n2kgMcM8VG10DxZyW5kxRyqpOnu1rC8DiPbH0fGM9077bw4Kd50nIKsTWSsON4X5M7xMAaaWJE9mqq0GzcYRpv0KHiWAsgd9nQUke2HuUJzmluqfRQt8HYM4eCB4C+gJYPhvnfx/iwX4+bH/6OvY9N4JF9/SlX5sWImFSKuU4FMr5JpIkNVyh180AoH3+Po6+N4r05PhLXldVlWf+PEJUSh7ezjZ8elt3tLE7xYsyISw1QtVOnJhMJh555BEGDBhA586dL3ntyy+/xNHREUdHR/7991/WrVuHtbVYWZGUlHRJ0gQo+zkpKemq++Tk5FBYWFhhPG+99RYuLi5lv0oTNZJ0se4BruRiz2OGuWLQ6OGlcLiWKz6upCxxEigeO90oBjUmHYGko7VzDn1R2Q2FKFNL+rR2x9FGVzvHliRJkiRJupiTN/ScJZIodeS69t70CW1FhNpGbDhXuTknr6w8TrHBRLdWrvir5qHyzXy+SRk3cS3a3jaTm3v6A5BVoMfN3oopPfz5dkYPDr0wig9vDsOuOEXcfFe04NbM25w1BjobmLIAwm4v39bmOtDUaL2kVB0u/jBjGVz3vGhnGPkLfDsU2/QTeDpdYcX1+e3iUc43kSSpgercvS97u71GoWpN16L9mL4ayNEdf5e9/tOuGP6OTESnUfhiWjgeDtblf7fJFoRSI1TtK6g5c+Zw9OhRliy5fLj17bffzqFDh9iyZQvt2rXj5ptvpqioqEaBXsuzzz5LdnZ22a+4uLg6PZ/UOLXzdsLeWsv24jakh/9PbPznMchPq/uTlw2HNyf17N0hdIx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